#benefits of data science in healthcare

[techtoio]

Blockchain Is More Than Just Bitcoin: Surprising Uses in 2024

Introduction: The Expanding Horizons of Blockchain Technology. In recent years, blockchain technology has captivated the world’s imagination far beyond its cryptocurrency roots. While Bitcoin might have introduced the masses to blockchain, the potential applications of this technology stretch across various industries, reshaping how we approach security, transparency, and efficiency. In 2024, blockchain is proving itself in arenas few had anticipated, offering innovative solutions to age-old problems and opening new avenues for data management. Read to Continue...

[bbmct]

Start Your Breakthrough Clinical Trials At AIIMS Hospital With BBMCT

Clinical trials are the backbone of medical advancements, helping researchers and healthcare professionals find new treatments, therapies, and solutions to pressing health issues. In India, AIIMS (All India Institute of Medical Sciences) has long been at the forefront of healthcare excellence, and when combined with **British Biomedicine Clinical Trials (BBMCT)**, it offers world-class research facilities and clinical expertise for cutting-edge breakthroughs. In this article, we’ll explore how BBMCT at AIIMS provides unmatched support for clinical research and trials.

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### **World-Class Research Facilities Available**

AIIMS Hospital is renowned globally for its state-of-the-art research infrastructure. The research facilities at AIIMS are designed to cater to diverse medical specialties, making it an ideal location for conducting advanced clinical trials. The hospital’s vast campus houses modern laboratories, research centers, and equipment, all of which are equipped with the latest technology to support clinical research.

British Biomedicine Clinical Trials (BBMCT) leverages these facilities to create an environment where studies can progress smoothly and efficiently. Whether it’s pharmacokinetics, bioequivalence studies, or clinical pharmacology trials, BBMCT at AIIMS offers a comprehensive setup for all kinds of advanced research. This enables researchers to gather precise data, ensuring faster and more accurate results.

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### **Expert Clinical Trials Management Team**

The success of clinical trials depends largely on the expertise and experience of the team managing them. BBMCT at AIIMS boasts an experienced team of medical professionals, researchers, and trial coordinators who specialize in clinical research and trial management. This team oversees every aspect of the clinical trial process, from initial planning to the final data analysis.

The clinical trial management team at BBMCT follows international best practices in Good Clinical Practice (GCP), ensuring that all trials meet rigorous scientific and ethical standards. Their profound knowledge in regulatory compliance, patient safety, and data integrity is a key asset for any study looking to achieve reliable and actionable results.

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### **Access to Diverse Patient Populations**

A unique advantage of conducting clinical trials at AIIMS is the access to a highly diverse patient population. AIIMS caters to patients from various socio-economic backgrounds, ethnicities, and regions. This diversity enhances the generalizability and relevance of clinical trial outcomes, ensuring that findings are applicable to a broad spectrum of people.

BBMCT at AIIMS takes full advantage of this diverse patient pool, allowing researchers to study the effects of treatments on a wide range of individuals. This helps researchers to detect varying responses to interventions, ensuring that the clinical trial results are robust, representative, and suitable for global healthcare applications.

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### **Cutting-Edge Technology Integration Offered**

To stay ahead in the fast-paced world of clinical trials, BBMCT integrates the latest technological advancements in clinical research at AIIMS. From electronic data capture (EDC) systems to cloud-based analytics platforms, AIIMS and BBMCT are fully equipped with cutting-edge technologies that streamline trial processes and improve accuracy.

These technologies enable real-time monitoring of trial data, faster recruitment and retention of participants, and more efficient management of study documentation. Furthermore, AIIMS is constantly upgrading its infrastructure to incorporate new innovations, ensuring that trials benefit from the most advanced tools available in medical research.

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### **Robust Ethical Oversight Ensured Here**

Clinical trials often involve testing new treatments on human participants, making ethical oversight a critical part of the research process. At AIIMS, ethical considerations are a top priority. BBMCT ensures that all clinical trials are conducted in accordance with the highest ethical standards, including patient informed consent, confidentiality, and protection from harm.

AIIMS has a dedicated ethics committee that reviews and monitors each clinical trial to ensure compliance with national and international ethical guidelines. This oversight gives patients confidence in participating and reassures researchers that their trials are conducted responsibly, ensuring the integrity and credibility of the results.

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### **Collaborate With Leading Medical Experts**

When conducting clinical research at AIIMS with BBMCT, you gain access to some of the leading medical experts in various fields. AIIMS is home to renowned specialists and researchers across disciplines, including oncology, cardiology, neurology, and infectious diseases.

Collaborating with these experts not only enhances the quality of research but also allows for interdisciplinary approaches to clinical trials. BBMCT fosters an environment of collaboration, where your study can benefit from the expertise and innovative solutions provided by these thought leaders in medicine and clinical research.

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### **Streamlined Processes for Quick Trials**

The faster clinical trials progress, the sooner medical breakthroughs can be made. At BBMCT, the processes involved in clinical trials are streamlined to reduce unnecessary delays and inefficiencies. From patient recruitment to data collection and analysis, BBMCT ensures that every phase of the trial is executed promptly.

AIIMS’ established infrastructure and resources facilitate quick approvals, recruitment, and trial management, meaning that studies can progress without the common bottlenecks seen in other settings. This streamlined approach is critical in accelerating the development of new treatments and improving patient outcomes.

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### **Enhance Your Study’s Success Rates**

Clinical trials require precision, efficiency, and an in-depth understanding of the research process. BBMCT at AIIMS is dedicated to enhancing the success rates of studies by offering the right resources, expertise, and infrastructure. With world-class facilities, expert teams, and cutting-edge technology, BBMCT ensures that trials are conducted optimally and that every potential challenge is mitigated.

The strategic support provided by BBMCT helps in better trial design, data accuracy, and recruitment strategies, which ultimately increase the likelihood of achieving positive study outcomes. Whether you are testing a new drug or a medical device, BBMCT maximizes your study’s chances of success.

/media/4ba4cf5bfd511c0ae4ae8e305b8459ec

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### **Frequently Asked Questions (FAQs)**

**1. What makes BBMCT at AIIMS different from other clinical trial organizations?**

BBMCT at AIIMS offers a combination of world-class research facilities, access to diverse patient populations, and expert clinical trial management. The integration of cutting-edge technologies and robust ethical oversight ensures that clinical trials are conducted efficiently and ethically. Additionally, AIIMS’ reputation and access to leading medical experts make BBMCT a standout choice for clinical research in India.

**2. How does AIIMS ensure ethical oversight during clinical trials?**

AIIMS has a dedicated ethics committee that reviews all clinical trials before they begin. The committee ensures that the trials adhere to national and international ethical standards, protecting the rights and well-being of participants. Informed consent, privacy, and safety protocols are central to their oversight, making sure trials are conducted responsibly.

**3. Can international researchers collaborate with BBMCT at AIIMS?**

Yes, BBMCT encourages international collaboration. Researchers from across the globe can partner with AIIMS and benefit from its vast resources, medical expertise, and advanced research facilities. International collaboration is particularly valuable in improving the scope and impact of clinical trials by incorporating diverse perspectives and expertise.

**4. What patient populations can BBMCT at AIIMS access for clinical trials?**

AIIMS serves a diverse patient population from various socio-economic backgrounds and regions. This diversity allows researchers to assess the effectiveness of treatments on a broad spectrum of individuals, increasing the relevance and applicability of study outcomes. BBMCT ensures that clinical trials can tap into this wide variety of patient groups for robust data collection.

**5. How do BBMCT’s cutting-edge technologies improve clinical trials?**

BBMCT integrates advanced technologies like electronic data capture, real-time monitoring systems, and cloud-based analytics to streamline trial processes. These technologies improve the accuracy of data, reduce trial delays, and enhance participant management. The use of such tools also accelerates the trial timeline, ensuring faster results and quicker access to new treatments.

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### **Conclusion**

AIIMS Hospital, in partnership with **British Biomedicine Clinical Trials (BBMCT)**, offers one of the most advanced environments for clinical research in the world. With world-class research facilities, an expert clinical trials management team, and a commitment to ethical oversight, BBMCT ensures that each clinical trial conducted at AIIMS is a step towards scientific breakthroughs and improved patient care. The integration of cutting-edge technology and access to diverse patient populations further enhances the success rates of trials, ensuring that medical innovations reach the people who need them most. If you are looking to advance your clinical research, starting your breakthrough trials with BBMCT at AIIMS is a choice you can trust.

Subscribe to BBMCLINICALTRIALS YouTube channel for Research Insights

Be sure to subscribe to the **BBMCLINICALTRIALS YouTube channel** for exclusive access to the latest updates and in-depth insights into British Biomedicine Clinical Trials (BBMCT). Stay informed on cutting-edge research, clinical trial advancements, patient safety protocols, and breakthrough therapies being tested at AIIMS Hospital. Our channel provides expert discussions, industry trends, and detailed videos on the clinical trial process across various therapeutic areas. Whether you’re a healthcare professional, researcher, or simply interested in biomedical innovation, subscribing will keep you at the forefront of clinical research developments. Don’t miss out — join our community today!

[religion-is-a-mental-illness]

By: Paul Terdal

Published: Jul 2, 2024

It’s understandable to want to help troubled kids. But the evidence simply isn’t there that unproven drugs and surgeries are what they need.

In our drive to eliminate health inequities, my fellow liberal Democrats and I are eager to help children who identify as transgender. This compassionate urge has led our state, Oregon, to fast-track Medicaid coverage of medical transition services for kids, including puberty-blockers, cross-sex hormones, and surgical removal of breasts and genitals. Yet I’m deeply concerned that in the push for equity, Oregon has ignored evidence, to the point of jeopardizing children’s health. I know from experience that my state can do better to ensure that kids get medically necessary care.

Oregon has long been a national and even international model for evidence-based medicine. I personally encountered my state’s strong commitment to medical science after my two young sons were diagnosed with autism in the late 2000s. At the time, few autism treatments were covered by insurance or Medicaid anywhere in America, so I worked with state leaders and a broader coalition to right that wrong. One key hurdle was Oregon’s Health Evidence Review Commission (HERC), which determines what treatments Medicaid covers and strongly influences the coverage of private health-insurance plans.

HERC held us to its customary high standards for quality of evidence. We organized testimony from some of the world’s leading experts on autism and submitted reams of peer-reviewed journal articles, all of which were rigorously scrutinized by HERC’s experts. We prevailed only after the U.S. Agency for Healthcare Research and Quality published a groundbreaking systematic review that supported the effectiveness of behavioral interventions for autistic children. In 2014, HERC approved Medicaid coverage of such treatments for children like mine. HERC’s wise focus on evidence steered patients and physicians away from risky and unproven interventions that were popular at the time, some of which, such as chelation therapy, reportedly killed autistic children. To this day, I’m grateful for the commission’s high standards.

Yet HERC hasn’t upheld the same standards for gender medicine. To its credit, the commission began looking at this issue in 2012, before gender dysphoria was on the social radar. At the time, based primarily on studies of adults over the age of 30, it concluded that there was “very poor evidence” of benefits of medical interventions for patients. Even so, HERC decided in 2014 to provide comprehensive Medicaid coverage for puberty-blockers, cross-sex hormones, and surgeries for anyone, including children, who identifies as transgender. In a strange departure from its own rules, HERC didn’t run these policies through its evidence-based-guidelines subcommittee. In my fight for autism coverage, that subcommittee was the most important part of the process.

I’m confident the commissioners were trying to help people in what was then a unique situation. At the time, in 2015, the state estimated that very few patients would choose medical transition: according to NPR, “at least 175” patients per year, of all ages. NPR quoted HERC’s medical expert as estimating that the combined total cost for this coverage would be “up to $200,000 — for the whole state.” Yet by 2019, more than 7,500 Oregonians were receiving such treatment, at a cost of over $20 million per year. Based on my analysis of state data, hundreds of children have received some combination of puberty-blockers, cross-sex hormones, and surgeries. None of these procedures have gone through clinical trials to demonstrate their safety and effectiveness, and in the case of hormones, children are receiving drugs that haven’t been approved for such use by the FDA.

Amid this exponential rise, HERC in 2023 commissioned a thorough review of the latest studies. The draft report, which I obtained via a freedom-of-information request, found that the evidence was still very limited. For youth, the investigators reported that they were unable to find any systematic reviews — the key evidence we had to provide for autism coverage — with “extractable data” showing benefits of transgender treatments for children. The report also noted that many lower-quality studies can’t be applied to patients who seek a rapid gender-affirming transition, which is typically the case with children. The report was essentially Oregon’s version of the Cass Report, which the United Kingdom released in April.

Yet Oregon’s report was never finalized, and HERC staff didn’t even present their draft to the body’s 13 commissioners. Instead, after the state passed a law requiring the coverage of “accepted standards of care” for transgender treatments, HERC quickly endorsed guidelines from an advocacy group — without any analysis of the contents. The guidelines are highly aggressive yet based on low-quality evidence. Today, preteen Oregonians can be put on powerful chemicals without FDA approval, before moving on to surgeries as adolescents. These interventions can irreversibly alter their bodies and leave them less likely or even unable to have children of their own later in life. The risks to their physical and mental health are high and, crucially, not justified by existing proof of benefit.

Equity cannot be achieved by ignoring evidence and stripping away consumer protections from historically underserved people. While I deeply sympathize with the goal of helping struggling kids, we can’t accept shortcutting medical ethics — and we didn’t accept it a decade ago, with autism coverage. The ethical path is for HERC to define “accepted standards of care” based on the best science. Medicine is supposed to follow the evidence because health and well-being hang in the balance. The stakes are especially high for children. If we truly want to be equitable, Oregon will stop undermining children’s right to evidence-based medical care.

[ Via: https://archive.today/WcL66 ]

[nunuslab24]

What are AI, AGI, and ASI? And the positive impact of AI

Understanding artificial intelligence (AI) involves more than just recognizing lines of code or scripts; it encompasses developing algorithms and models capable of learning from data and making predictions or decisions based on what they’ve learned. To truly grasp the distinctions between the different types of AI, we must look at their capabilities and potential impact on society.

To simplify, we can categorize these types of AI by assigning a power level from 1 to 3, with 1 being the least powerful and 3 being the most powerful. Let’s explore these categories:

1. Artificial Narrow Intelligence (ANI)

Also known as Narrow AI or Weak AI, ANI is the most common form of AI we encounter today. It is designed to perform a specific task or a narrow range of tasks. Examples include virtual assistants like Siri and Alexa, recommendation systems on Netflix, and image recognition software. ANI operates under a limited set of constraints and can’t perform tasks outside its specific domain. Despite its limitations, ANI has proven to be incredibly useful in automating repetitive tasks, providing insights through data analysis, and enhancing user experiences across various applications.

2. Artificial General Intelligence (AGI)

Referred to as Strong AI, AGI represents the next level of AI development. Unlike ANI, AGI can understand, learn, and apply knowledge across a wide range of tasks, similar to human intelligence. It can reason, plan, solve problems, think abstractly, and learn from experiences. While AGI remains a theoretical concept as of now, achieving it would mean creating machines capable of performing any intellectual task that a human can. This breakthrough could revolutionize numerous fields, including healthcare, education, and science, by providing more adaptive and comprehensive solutions.

3. Artificial Super Intelligence (ASI)

ASI surpasses human intelligence and capabilities in all aspects. It represents a level of intelligence far beyond our current understanding, where machines could outthink, outperform, and outmaneuver humans. ASI could lead to unprecedented advancements in technology and society. However, it also raises significant ethical and safety concerns. Ensuring ASI is developed and used responsibly is crucial to preventing unintended consequences that could arise from such a powerful form of intelligence.

The Positive Impact of AI

When regulated and guided by ethical principles, AI has the potential to benefit humanity significantly. Here are a few ways AI can help us become better:

• Healthcare: AI can assist in diagnosing diseases, personalizing treatment plans, and even predicting health issues before they become severe. This can lead to improved patient outcomes and more efficient healthcare systems.

• Education: Personalized learning experiences powered by AI can cater to individual student needs, helping them learn at their own pace and in ways that suit their unique styles.

• Environment: AI can play a crucial role in monitoring and managing environmental changes, optimizing energy use, and developing sustainable practices to combat climate change.

• Economy: AI can drive innovation, create new industries, and enhance productivity by automating mundane tasks and providing data-driven insights for better decision-making.

In conclusion, while AI, AGI, and ASI represent different levels of technological advancement, their potential to transform our world is immense. By understanding their distinctions and ensuring proper regulation, we can harness the power of AI to create a brighter future for all.

[anaswaraseo]

Clinical Nutrition & Dietetics: Science for Better Health

Clinical Nutrition and Dietetics is a specialized field that uses nutrition to manage and prevent disease, improve health outcomes, and promote overall well-being. Here’s a deep dive into the essential aspects of this field:

What is Clinical Nutrition and Dietetics?

Clinical Nutrition and Dietetics involves assessing, diagnosing, and treating nutrition-related health issues. Dietitians and clinical nutritionists work closely with patients to develop dietary plans tailored to their medical conditions, lifestyle, and specific health goals.

Key Areas of Clinical Nutrition and Dietetics

Medical Nutrition Therapy (MNT): MNT is the cornerstone of clinical dietetics, involving specialized dietary interventions based on scientific evidence. It’s used to treat chronic illnesses like diabetes, cardiovascular disease, cancer, and kidney disease.

Nutritional Assessment: This includes evaluating a patient’s diet, medical history, physical health, and lab results to create personalized nutrition plans. Tools include BMI, body composition analysis, dietary history, and blood tests to assess nutrient levels.

Therapeutic Diets: Dietitians often develop therapeutic diets to manage health conditions, which can include:

Low-sodium diets for hypertension and heart health.

Low-glycemic diets for managing diabetes.

High-protein diets for malnutrition and muscle recovery.

Renal Diets for kidney disease patients to reduce the intake of specific nutrients.

Pediatric and Geriatric Nutrition: Clinical dietitians specialize in creating age-appropriate nutritional plans for children and elderly patients, addressing issues like growth, development, bone health, and cognitive function.

Mental Health and Nutrition: Dietitians are increasingly focusing on the connection between nutrition and mental health, as certain nutrients (e.g., omega-3s, and B vitamins) can impact mood and cognitive function.

Emerging Areas in Clinical Nutrition

Functional Foods and Nutraceuticals: Functional foods (like probiotics) and nutraceuticals (such as dietary supplements) are increasingly used in clinical nutrition to support specific health outcomes, such as immune function or gut health.

Personalized Nutrition and Genomics: Nutrigenomics studies how genes influence individual responses to nutrients, leading to personalized nutrition plans based on a patient’s genetic makeup. This method works especially well for treating chronic illnesses.

Integrative and Holistic Nutrition: Integrative nutrition considers lifestyle factors, stress, and mental health along with diet, promoting a more holistic approach to patient care.

Plant-Based Diets: The use of plant-based diets in clinical settings is becoming popular for their benefits in reducing inflammation, improving heart health, and supporting weight management.

Role of Clinical Dietitians in Healthcare Settings

Hospitals: Clinical dietitians are essential in hospitals, where they design dietary plans for patients recovering from surgeries, dealing with chronic illnesses, or undergoing treatment that affects their nutritional status.

Outpatient Clinics: Many dietitians work in clinics, providing ongoing support for patients with chronic conditions like diabetes or high cholesterol.

Rehabilitation Centers: Nutritionists here help patients with recovery, focusing on high-calorie or high-protein diets to promote healing.

Skills for Clinical Dietitians

Analytical Skills: Strong understanding of biochemistry and physiology to interpret lab data and develop dietary plans. Counseling and Communication: The ability to communicate effectively with patients to promote adherence to dietary plans.

Evidence-Based Practice: Staying updated with the latest research to provide science-backed advice. Career Opportunities

Clinical dietitian: employed by long-term care homes, clinics, or hospitals.

Nutrition Researcher: Contributing to research on disease prevention and dietary interventions.

Consultant Dietitian: Providing freelance or consultancy services for healthcare facilities, wellness centers, or private clients.

Corporate Wellness Programs: Supporting employees’ health and well-being through nutritional guidance in corporate settings.

Conclusion

In conclusion, Clinical Nutrition and Dietetics is a transformative field that bridges the gap between nutrition science and patient care, offering personalized approaches to health and wellness. By understanding the intricate relationship between diet, disease, and overall health, clinical dietitians play a crucial role in improving health outcomes and enhancing quality of life. As new research and innovations in nutrition continue to emerge, this field remains essential in advancing preventive care, supporting disease management, and promoting holistic well-being.

[cdragons]

Eternals STEM TRIO: Chaotic Siblings from Infinity to Beyond Part 1 of ???

Pairing(s): platonic!Phastos x Persephone!Eternal (Sephia) x Hecate!Eternal (Kaetlyn); Phastos x Ben; Ikaris x Persephone!Eternal (Sephia); Druig x Hecate!Eternal (Kaetlyn) Word Count: 2.1 k Disclaimer: I do not own Marvel, Marvel Cinematic Universe, or Eternals; I only own the two characters I made up and their offsprings. Author's Note: A big shout-out to my girl @ethereal-athalia for indulging my madness! I couldn't come up with half of these ideas without you, and answering all of my manic ideas and questions Warning(s): neurodivergent characters being neurodivergent, Ikaris being an idiot, Druig being a simp for his wife, Kaetlyn being her own damn warning, Phastos being tired, discussion of sexuality and the journey of identifying, Kaet & Sephia having offspring (eventually), some sexual themes (but most crack), profanity

Before Tenochtitlan

Phastos along with our girls make up the ultimate STEM dream team that could literally achieve anything.

Phastos is physics, technology, astronomy, mathematics, architecture, and engineering; Kaet is magic, medicine, biochemistry, healthcare, and anatomy & physiology; Sephia is agriculture, zoology, biology, chemistry, food science, and environmental sciences

But whenever Phastos gets stuck on a math problem, the first person he’ll go to would be Sephia

Oh yeah, this pink flower goddess is huge math nerd. Her mind is wired a bit differently from others, and numbers just make sense to her.

And while sometimes her short attention span will get the best of her, when she is in the zone, she is in the ZONE

One time she and Phastos were stuck on a math theorem during the Renaissance, and didn’t sleep for about a week straight.

Kaet ended up using her shadows to swaddle them straight jacket style for them to sleep, literally to only wake up 3 hours later with Sephia poking her cheek to wake her up to tell her that they proved it.

But Kaet is also the biggest hypocrite because she will research and dissect organisms for days on end with Phastos too.

These three invented the term “insomnia.”

Phastos does typically have a healthy sleeping schedule unless he is really focused, Sephia is the same in a slightly more extreme manner, but Kaet will deliberately not sleep until she has found her answer or satisfied with her work.

 Everyone wants her to sleep, and her reply will probably be something along the lines of “can’t die, won’t sleep, suck my magic dick.”

The only one that can really manage to get her to sleep at times is Druig, and that’s during the times he has to physically pry the tools out of her hands and strip her down and wrangle her into a shower before forcing her to cuddle with him to sleep

He’ll also make sure to sneak in some sexy times with her in the shower for good measure

Honestly, Kaet lowkey really loves the attention and will purposely stay up to late just to rile Druig up

Listen, she can't help it if all that pent up energy transitions to mind-blowing sex

But she also wants to find out the physical limits of her own bodily functions by staying awake as long as possible, and to see if she’ll eventually hallucinate.

"I want to see if this rib cage can turn into a xylophone"

Once it got so bad that Sephia made a sleeping powder of dried gardenias and valerian to blow in Kaet’s face. She immediately conked out, and sleep for a solid week.

When Ajak confronted Sephia, her only response was so fucking chaotic and unhinged.

“Oh, don’t worry, Kaety’s not poisoned. She’s just drugged.”

And everyone just stared at her while Sephia was smiling like there was nothing wrong in the world.

On the plus side, she monitored Kaet’s vitals and functions in her coma and was able to get some really great data on the benefits of those plants used for anti-anxiety and insomnia medication

This launched an era of the two gals cultivating and drying various plants to be used as medicine for various ailments and even pain relievers

They definitely used the other Eternals to test the drugs (mostly Ikaris) and some of the side effects were…interesting to say the least

One-time, Ikaris was so high off this preliminary version of anesthesia from poppy seeds that he might have gone on a 3-hour spiel about how Sephia’s hair was so super pretty, and how it smelled so nice, and how it looked so soft, and how he would cut his own ear if it meant he could see her boobs and cu-

Don’t worry the drugs kicked in again before he could finish (in more ways than one lol)

Speaking of Ikaris, while Kaetlyn is the most protective over she sweet Sephia, Phastos is a VERY close second

This inventor man does not believe for a second that this puffed-up chested man with his dumb quaffed hair is good enough for Sephia

Sephia would be the only Eternal who is genuinely interested and fascinated by Phastos' ideas and inventions, and will ask very good questions

And he's beyond grateful for her

On another note, just imagine the dread that overtook Phastos when Ajak basically assigned him on Kaet & Sephia watch duty.

Poor man just wanted Arishem to send him to another planet right then and there.

So…when Phastos learned that Ajak died, he was extremely sad…but mostly terrified because this meant only one thing now

HE had to be the mother figure of both Kaetlyn and Sephia

Throwback to the image at the top is literally all you need to know about the dynamic between this man and the two gals he’s in between

Fun fact about Sephia: sometimes she will be really quiet, and her mind will be like a million miles away, and then she will think of the most random stuff and start giggling like crazy

Phastos actually thought she was possessed by a demon and wanted Kaet to perform an exorcism…only to remember that Kaetlyn is even crazier

Phastos has seen Kaet do the Naruto run before it was even a thing at the most random times and always with the most chaotic crackling laughter the world has ever known

Kaet has purposely summoned and captured the weirdest monsters and ghosts FOR THE SOLE PURPOSE of freaking out Phastos

Migraines have become a good portion of this man’s daily lifestyle

But luckily, Sephia is there to save his mental health by brewing the most calming tea and shoving a super fluffy animal for him to cuddle with whilst asking him questions about his inventions

The three came up with their own STEM TRIO manifesto around the same time the Magna Carta came out

Phastos and Sephia are each other's worst enable when it comes to missing social engagements because they will literally come up with the worst excuses for their absence when facing Ajak's interrogation

"Phastos, why were you not at the party last night?"

"I-" "He had to help me make a contraption to help an aging ape give birth to a mutated baby"

"..." "..."

"What she said"

"Sephia, these celebrations are in your honor, it offends the chief if you do not make an appearance."

"Maybe the chief should stop mistreating his goats, and then maybe she would consider"

"Yeah! Tell 'em Phastos!"

Meanwhile, Kaetlyn and Druig are watching this entire exchange and feeding each other snacks as Kaet is sitting on Druig's lap

When Kaetlyn and Sephia left with Druig at Tenochtitlan, they secretly came back and begged Phastos to go with them as they were setting up the community

When Phastos refused, the three promised each other that they would always make sure to keep in contact with one another

Lordy Lord, pray for Ben when he's given the shovel talk by these two girls

Although in the end, they are like the sisters he's never had, and only Phastos is the one who is bothered (not really) by their constant unexpected visits

Modern Times:

When Phastos found Ben and started dating him, Kaetlyn and Sephia fully vetted the poor human

They remembered how broken and devastated their brother was in the aftermath of the Bombing of Hiroshima and Nagasaki, and they were not about to let someone else hurt him

By the way, Kaetlyn and Sephia were the first Eternals to know Phastos was gay since they were the only ones he trusted to come out to

It was the same the other way around too

Phastos was the first one ever to help Sephia really understand her sexuality (demisexual) since she thought something was wrong with her since she had never really felt any sexual attraction like that to anyone ever in the 7,000 years she lived on Earth

She has tried throughout multiple occasions tried to have sex, but it never really worked out and she never felt those feelings associated with sexual attraction

For the longest time, she thought she was asexual until Ikaris turned out not to be dead from the sun, and she’s connected with him on a more emotionally intimate level than ever before, and now she’s feeling all these new feelings that are scaring the crap out of her

There were instances that she felt attraction and even had fantasies over certain fictional characters but she to experience something in her head as a fantasy as opposed to experiencing it in reality was a whole different topic of conversation

And she’s even experienced romantic feelings whenever she tried to put herself in relationships, but those romantic feelings only stayed romantic and she never felt any sexual feelings

So, when those new feelings emerged…a conference call was set up between the STEM Trio and it was a chaos call that was primarily about going over literature of the sexuality spectrum and the fluidity of identification

When Ikaris had trouble wrapping his head around it when Sephia came out to him, he ended up getting a whole explanation on it from Phastos and Kaet over Zoom

But yeah, these three are each other’s ride or die at any point of time

They literally choked down their hatred for this man so that their girl could have the chance to be in a happy relationship

On the plus side, these three always went to Pride together

Druig usually stayed at the Amazon during these events because he’s not a big fan of the crowds and despises the practice of rainbow capitalism

Once gay marriage was legalized, both Kaet and Sephia were the witnesses for Phastos and Ben’s courthouse wedding

Phastos DID try to hide Jack’s adoption…only for Sephia and Kaet to already be in the house when the couple brought him home for the first time and announce themselves as Jack’s godmothers

Their disappointment was imminent and their hearts could only be healed by holding their new godson

It’s just one heart attack after another for Phastos with these two girls around

Ben and Sephia get along so freaking well

They are constantly swapping recipes; Sephia crochets baby clothes and stuffed animals for Jack and Ben sends her the pictures; and whenever Phastos and Ben need a night out or are burned out, Sephia will be right there helping out

Sephia would be the one to tell Jack no matter what, he would always be perfect in her eyes, and teaches him that his differences from others are the things that would also turn into his strengths

Kaet is there bringing the chaos for baby Jack; she’s constantly popping her head into view when he least expects it and makes the sweetest giggles in the universe

One time, Phastos caught Kaet’s shadows tossing Jack in the air with him laughing without a care in world…he fainted

But Ben thought it was cute though so he was cool with it

But Kaet would also be the one to teach Jack the importance of staying true to yourself regardless of the pressure of whatever society may force upon him, and always encourages him to think like a mad genius

Seeing Phastos with his family gave Kaet the little push that made her realize that she really wants to start a family with Druig as well as helping her gain hope for humanity by just being around Ben and Jack

It had always been on the back of her mind, she always liked kids

But she had lost so much faith in humanity and the world around her that she was always putting it off

When she and Druig were pregnant, Kaet immediately set up a conference call with Sephia and Phastos to tell them before the rest of the eternals

When the twins (Laoise and Aisling) were born, Kaet asked Sephia and Phastos if they were willing to be the godparents (along with Makkari and Gilgamesh)

Phastos cried just as hard holding his baby goddaughters for the first time as he did when he first held baby Jack, and cried again when he held his godson a few years later

Phastos also became the godfather for Sephia’s and Ikaris’ kids (he also cried when he held all of their kids)

BTW remember Ikaris' drugged out confession from above?

You can bet your entire life savings that Phastos made sure to record every single glorious second of it and then played it Ikaris’ and Sephia’s wedding as part of his toast

Ikaris’ face turned so fucking red and he just wanted to DIE

Sephia thought it was super cute and funny and reassured him that he is the only one who has seen her boobs like that

There’s someone for everyone lol

Also, Phastos was the one to walk Sephia down the aisle since she looks up to him like he’s her tech-savvy older brother who will always teach her how to use her computer because she is terrible with tech

STEM trio became the STEM Parent Trio

When they get together, they trade gossip whilst sipping wine and watching Bluey and playing that fantasy game when you create a map using rice whilst cuddling with their Squishmallows

One-time all three got so plastered, they designed a whole-ass utopian city with modern technology whilst also being environmentally friendly and also filled with magic and affordable healthcare and reusable energy

Muffin reminds Phastos too much of Kaetlyn back in the old days and he straight up got a war flashback in “Faceytalk” and “The Sleepover”

All that being said and done, despite all the headaches and near heart attacks, there isn’t anything in the world Phastos would trade for Kaetlyn and Sephia; he loves his two crazy sisters more than anything

Whenever Halloween came, it became a tradition that Kaetlyn and Druig would go to Chicago so that Laoise and Aisling would go trick-or-treating with Jack

One year Aisling went as Silena Beauregard, Jack as Charles Beckendorf, and Laoise as Clarisse La Rue from Percy Jackson

Phastos made the lightning staff for Laoise to complete her costume

That was a mistake to say the least

But that’s a story for another time

Tagging: @valeskafics , @ethereal-athalia , @bibissparkles , @spacetalbot , @its-actually-minicika , @ineedmyaccountback , @jediruins , @mistresschaos99 , @vikingqueen28 , @idohknow , @hold-my-dragons

Please like, comment, reblog, or share to anyone you think might like this work! Also let me know if you want to be tagged in the comments!

[lonely-shine]

Airia Q&A

Okay so, I recently did a Questions and Answers session about Airia on my Insta and I thought I could as well share the result here, since we got to see quite some tidbits of lore. I have put the majority of it under the cut because thing got long. Hope you enjoy! :D

Q: How do you feel about being a cyborg?

A: That is a difficult question. On one hand, this is a natural state for me. I have had cybernetics implanted on me since I was a baby. My formative years were filled with medical tests, procedures, and surgeries. I don't know any life or state of being that isn't this. 

On the other hand, I have been modified, without my knowledge or consent. I know my life has not been 'normal'. For a long time, I didn't even know what 'normal' was. I only knew my own life. Once I gained access to online spaces and I learnt what life looked like for other people, however, it was like… My life could have been so different. I'm not certain if better or worse, but different.

I have nothing against being a cyborg in on itself. I just… wish it had been my choice. I wish shething about my life had been my choice, instead of the ones of others.

Q: Are you aware of who created you, and for what purpose?

A: I do. I live in the lab facilities with the people who made me. I see some of them more than the others, and a couple of them abandoned the project or were replaced when I was too young to remember, but I know who they are, even if, emotionally speaking, I'm not close to them. 

The purpose of the project that made me was to test the limits of what cybernetics could do for humans. What it could enhance, what it could improve, what it could fix, what it could add… Because this project wasn't exactly legal and they had to keep my existence secret for a long time -and it was unlikely that they would be allowed another human subject even when it was revealed to the relevant institutions- I was a test subject for many different cybernetics, even when it didn't entirely make sense to add them together. 

The enhanced senses, for example, I can perfectly understand the utility of. My eye colour, on the other hand, seems to be merely aesthetic. My artificial skin could be useful for certain jobs, as it's more heat and corrosion resistant than human skin… but my hair literally melts with enough heat or corrosion, so it's not a property I could make use of... And this is without getting into the risk vs benefits of most implants, specially the brain ones.

Q: How do you feel about your "creators" and the modifications they gave you?

A: The way I feel about my 'creators' is… complex. 

I've read fiction about characters with similar experiences to mine: test subjects, cyborgs, androids… In these stories, they often rise up against their creators seeking vengeance. I find that, while some of my experiences are similar to those described in fiction, that isn't one of them.

I am not emotionally close to my developers. They have never acted as parental figures, nor mentors, nor friends (nurses and caretakers took some parts of these roles instead).  If anything, the role they assumed was closer to that of doctors. And as they currently exclusively hold my medical data, they're the only ones that can provide treatment and maintenance to me. I am completely dependable on them for healthcare while they see me more as a science project than an individual. It's… not a good feeling. I don't necessarily want them harmed or punished like it's often shown in fiction, and I certainly do not want to be the one delivering that punishment… But I wish I had options other than being forced to rely on them.  About the modifications, it bothers me that I never had any agency about it. 

They started long before I could understand or consent to them. And as I grew, they didn't bother to change that either. Even when I started to make questions, their answers were always short and didn't dwell on details. I've never had any power to stop them. 

There's many modifications about me that I don't understand why I've had. I can't be certain, since I don't have access to my own medical data, how many of those procedures and modifications were necessary or not, but I would presume a large amount of them weren't at all. I don't like that I have been changed without permission. I don't like that, by the time I could understand what they were doing to me, it was impossible to separate me from the cybernetics. 

I hate not knowing my own brain, not having access to some of my own features or the data about how my body and implants work. I don't necessarily hate my cybernetics or current existence in on itself, but I do hate how they came to be. And not knowing how much of my own thoughts are feelings come from me and how many could come from the brain implants that my developers can control remotely without needing me to even be aware… It doesn't feel good at all. 

Worst of all is, it's impossible to take some of the implants I have without risking irreparable damage or death. But I would like, at least, to be the owner of my own data, features, and processes, so that I could understand myself and not be further changed without my consent.

Q: Best and worst part(s) of being a cyborg?

A: The best thing about being a cyborg, huh? To be completely honest, I have rarely thought if the positives of it… 

Perhaps how I can connect and communicate with people anywhere on the world by just thinking of it? But I can't help but think that much of the same result could be achieved with a smart phone and a stable connection to the internet (which I still need even if I just use my implants and no external devices). 

Not only that, but it would be safer for me too. When someone connects to a public network, their device and the data stored in it might be at risk. If I did so, I might be putting my very self at risk -my implants have some of the stronger security systems to avoid any potential harm, but still.

The fact remains that I could still connect with other people through an external device without havin to worry about potential risks (which is mostly not an issue for me currently due to living in the lab facilities, which provide even more layers of security than my implants do… If any harm comes to me through remotely accessing my implants right now, the most likely is for it to come from the inside of the facilities). 

The worst would be that I depend on the people who built me for their own purposes for maintenance and healthcare. My life literally depends on people who see me as a lab project more than they see me as a human being. And they have exclusive power over not only my body, but my mind too. 

They can remotely access my implants. I can never know if they have changed something of who I am or not. I don't know where their modifications begin and I end. There's parts of myself that I don't even have access to, because they restricted it. 

In other circumstances, if I held control over my own implants, if I had access to my own records, if I had more options for maintenance and healthcare and people couldn't access my implants remotely at any time… I think wouldn't be as uncomfortable with the way I exist in the manner I often do now.

Q: What are your five senses like? Are they the same as before the implants? (touch, smell, etc.)

Many implants I've had from an early enough age that I don't remember clearly what my life was like before them. But the implants definitely affect my senses. 

My sight has been enhanced for as long as I can remember. I'm sure they let my sight develop naturally before modifying, but in my memories I've always had a sharp eye. 

My hearing has also been enhanced. This I did notice, as it wasn't always as it is now. There was a lot of tweaking about it. For a while it was painful, or I couldn't properly process the sounds, when they first tried on the implants. Eventually, though, they found a way to make enhanced hearing work. I am very sensitive to sound now and do badly in loud spaces. My room is sound-proof and I often carry noise-cancelling headphones with me. 

My smell is slightly enhanced, but not to the same level as my hearing is. I can identify smells better than the average, but it takes more of a conscious effort. 

My taste hasn't been altered, to my knowledge. As far as I know, it's average.

My touch is actually less sensitive than normal, since the first layer of my skin is artificial. It doesn't take much sensitivity away though. Mostly it feels like being touched through cotton fabric. I've never enjoyed skin-to-skin contact much, so I do not mind this. 

And although it isn't included in the 5 senses, I think it's worth it to talk about my sense of pain (nociception). Most of my pain receptors have been tampered with, artificially raising my pain threshold so I don't feel pain at all unless it's severe. This isn't me having learned to ignore it, I do mean it when I say I don't feel it at all. It is for this reason, since pain is an essential way our body communicates damage, that my artificial skin has iracutaneous light cells: they're programmed to light up in different patterns to communicate damage and sickness where pain cannot.

Q: Did you have to have implants replaced as you grew up? What was puberty like because of that?

A: I've had them fixed and maintained far more often than I've had them entirely replaced, but it has happened a few times. 

I know now that my growth has been completely different to that of others. Sometimes, some parts of me were allowed to develop naturally, sometimes my growth was forcibly accelerated or slowed down instead. This affected my puberty as well, naturally. At first they waited for it to run its course, but in the end they decided to integrate implants to keep an artificially created hormonal balance.

Q: Would your skin and eyes be naturally be these colours? Or were your genetics consciously altered?

A: They would not. I do not have access to my own genetic data, but I know my colours would not be like this naturally. 

My skin actually used to be pale and with warm undertones, and if I was exposed to sunlight more would have probably tanned to a light brown or beige. I'm unsure why they made my artificial skin paper-white, as not only is that not a natural skin colour, but it's also associated with the unnatural and scary. Perhaps my intracutaneous light cells work better with it? 

My eyes would have probably been the very dark brown kind that people call black. I'm unsure how they changed them, but now I can change their colour at will, although they can always change on their own to match the lights on my skin when I'm sick. I do not know why their default colour is blue and magenta. I don't even know if that was made on purpose or not. However, changing them to another colour for long periods of time quickly becomes straining, so I don't do that often. 

My natural hair, however, would still be black if I had it. I was born with very black hair and, once again, it's unclear to me why they had to change it for this artificial one I now have.

Q: Do you get to choose your hair and nail implants? Can you change them for fun or just when damaged?

A: I don't, unfortunately. They're supposed to be permanent and only changed -with identical sets- when damaged. I don't think my developers had 'fun' in mind when they made me, even when we have proof humans have been modifying their appearance since they were humans. 

I can, however, paint my nails and apply 'fake nails' over them to change their appearance.  My hair, on the other hand, it's pretty much unstylable. It will melt if enough heat is applied to it, and cutting it destroys its core, so aside from tying it up or leaving it loose there's not much I can do with it.

Q: Have you ever tried bubble tea? Which one(s) do you prefer? Or, if not, what drinks do you enjoy?

A: I haven't, but I would like to. I believe I would enjoy it, as I already love tea.

From what I've seen there's a great variety of bubble teas, but I would probably try the more classic options first, although I'm also interested in the ones with fruit. 

As I said, I enjoy tea, black and green specially, fruit and/or floral mixes as well. 

I also enjoy milkshakes, with chocolate milkshake being my favourite.

Q: Favourite weather/season

A: I like winter and early spring the most. The lab facility I live in has central heating and cooling systems, so the temperature is always kept stable on the inside, but I love the cool air from the outside. 

Winter feels very calm and peaceful as a whole, everything and everyone seem to be more quiet during winter. And I enjoy the snowy landscapes. 

Early spring feels nice, when sprouts and blooms slowly overtake the white of snow. There isn't much colour in the lab facilities, so it feels good that that isn't always the case for the world outside. 

As for weather, I prefer cool, dry weather and a clear sky. I function and feel the best in it.

Q: Do you like music? What kind?

A: I do enjoy music. I love calm instrumentals the most. Symphonics. Music that follows a clear and structure. I find it grounding when there's too much going on, to focus on something small and predictable. 

But I also enjoy music with lyrics, specially if they have a message that I resonate with. I find it hard to identify my feelings and put my experiences into words. It's sometimes easier to recognize them while relating to a song. 

That said, there's also music I do not enjoy at all. Anything too fast, or where there's too much playing at once, I find it deeply overwhelming.

Q: Does she have a surname? (And is it Starset XD)

[Note: answering this as an author and not in lieu of Airia, since this question is directed to me rather than her]

A: She doesn't, actually xD 

For a long time, she didn't even have an actual name, just an alphanumeric code identifying her as a specific project within the lab. 

Eventually, one of her caretakers named her Airia and her developers kind of rolled with it because it was easier and quicker to refer to her that way. Airia low-key thinks of her alphanumeric code as her surname (sad), but she might need to have a real one soon, now that her existence is slowly being made more and more public (she was kept in secret for quite some years, the project that made her what she is not being entirely legal, and the wider public only learnt about it a few years ago). I wonder if she'd be able to choose her own surname, if that's the case; she hasn't had the chance to choose much about herself as it is…

[elsa16744]

How Can You Ensure Data Quality in Healthcare Analytics and Management?

Healthcare facilities are responsible for the patient’s recovery. Pharmaceutical companies and medical equipment manufacturers also work toward alleviating physical pain, stress levels, and uncomfortable body movement issues. Still, healthcare analytics must be accurate for precise diagnosis and effective clinical prescriptions. This post will discuss data quality management in the healthcare industry. 

What is Data Quality in Healthcare? 

Healthcare data quality management includes technologies and statistical solutions to verify the reliability of acquired clinical intelligence. A data quality manager protects databases from digital corruption, cyberattacks, and inappropriate handling. So, medical professionals can get more realistic insights using data analytics solutions. 

Laboratories have started emailing the test results to help doctors, patients, and their family members make important decisions without wasting time. Also, assistive technologies merge the benefits of the Internet of Things (IoT) and artificial intelligence (AI) to enhance living standards. 

However, poor data quality threatens the usefulness of healthcare data management solutions. 

For example, pharmaceutical companies and authorities must apply solutions that remove mathematical outliers to perform high-precision data analytics for clinical drug trials. Otherwise, harmful medicines will reach the pharmacist’s shelf, endangering many people. 

How to Ensure Data Quality in the Healthcare Industry? 

Data quality frameworks utilize different strategies to prevent processing issues or losing sensitive intelligence. If you want to develop such frameworks to improve medical intelligence and reporting, the following 7 methods can aid you in this endeavor. 

Method #1| Use Data Profiling 

A data profiling method involves estimating the relationship between the different records in a database to find gaps and devise a cleansing strategy. Data cleansing in healthcare data management solutions has the following objectives. 

Determine whether the lab reports and prescriptions match the correct patient identifiers. 

If inconsistent profile matching has occurred, fix it by contacting doctors and patients. 

Analyze the data structures and authorization levels to evaluate how each employee is accountable for specific patient recovery outcomes. 

Create a data governance framework to enforce access and data modification rights strictly. 

Identify recurring data cleaning and preparation challenges. 

Brainstorm ideas to minimize data collection issues that increase your data cleaning efforts. 

Ensure consistency in report formatting and recovery measurement techniques to improve data quality in healthcare. 

Data cleaning and profiling allow you to eliminate unnecessary and inaccurate entries from patient databases. Therefore, healthcare research institutes and commercial life science businesses can reduce processing errors when using data analytics solutions. 

Method #2| Replace Empty Values 

What is a null value? Null values mean the database has no data corresponding to a field in a record. Moreover, these missing values can skew the results obtained by data management solutions used in the healthcare industry. 

Consider that a patient left a form field empty. If all the care and life science businesses use online data collection surveys, they can warn the patients about the empty values. This approach relies on the “prevention is better than cure” principle. 

Still, many institutions, ranging from multispecialty hospitals to clinical device producers, record data offline. Later, the data entry officers transform the filled papers using scanners and OCR (optical character recognition). 

Empty fields also appear in the database management system (DBMS), so the healthcare facilities must contact the patients or reporting doctors to retrieve the missing information. They use newly acquired data to replace the null values, making the analytics solutions operate seamlessly. 

Method #3| Refresh Old Records 

Your physical and psychological attributes change with age, environment, lifestyle, and family circumstances. So, what was true for an individual a few years ago is less likely to be relevant today. While preserving historical patient databases is vital, hospitals and pharma businesses must periodically update obsolete medical reports. 

Each healthcare business maintains a professional network of consulting physicians, laboratories, chemists, dietitians, and counselors. These connections enable the treatment providers to strategically conduct regular tests to check how patients’ bodily functions change throughout the recovery. 

Therefore, updating old records in a patient’s medical history becomes possible. Other variables like switching jobs or traveling habits also impact an individual’s metabolism and susceptibility to illnesses. So, you must also ask the patients to share the latest data on their changed lifestyles. Freshly obtained records increase the relevance of healthcare data management solutions. 

Method #4| Standardize Documentation 

Standardization compels all professionals to collect, store, visualize, and communicate data or analytics activities using unified reporting solutions. Furthermore, standardized reports are integral to improving data governance compliance in the healthcare industry. 

Consider the following principles when promoting a documentation protocol to make all reports more consistent and easily traceable. 

A brand’s visual identities, like logos and colors, must not interfere with clinical data presentation. 

Observed readings must go in the designated fields. 

Both the offline and online document formats must be identical. 

Stakeholders must permanently preserve an archived copy of patient databases with version control as they edit and delete values from the records. 

All medical reports must arrange the data and insights to prevent ambiguity and misinterpretation. 

Pharma companies, clinics, and FDA (food and drug administration) benefit from reporting standards. After all, corresponding protocols encourage responsible attitudes that help data analytics solutions avoid processing problems. 

Method #5| Merge Duplicate Report Instances 

A report instance is like a screenshot that helps you save the output of visualization tools related to a business query at a specified time interval. However, duplicate reporting instances are a significant quality assurance challenge in healthcare data management solutions. 

For example, more than two nurses and one doctor will interact with the same patients. Besides, patients might consult different doctors and get two or more treatments for distinct illnesses. Such situations result in multiple versions of a patient’s clinical history. 

Data analytics solutions can process the data collected by different healthcare facilities to solve the issue of duplicate report instances in the patients’ databases. They facilitate merging overlapping records and matching each patient with a universally valid clinical history profile. 

Such a strategy also assists clinicians in monitoring how other healthcare professionals prescribe medicine to a patient. Therefore, they can prevent double dosage complications arising from a patient consuming similar medicines while undergoing more than one treatment regime. 

Method #6| Audit the DBMS and Reporting Modules 

Chemical laboratories revise their reporting practices when newly purchased testing equipment offers additional features. Likewise, DBMS solutions optimized for healthcare data management must receive regular updates. 

Auditing the present status of reporting practices will give you insights into efficient and inefficient activities. Remember, there is always a better way to collect and record data. Monitor the trends in database technologies to ensure continuous enhancements in healthcare data quality. 

Simultaneously, you want to assess the stability of the IT systems because unreliable infrastructure can adversely affect the decision-making associated with patient diagnosis. You can start by asking the following questions. 

Questions to Ask When Assessing Data Quality in Healthcare Analytics Solutions 

Can all doctors, nurses, agents, insurance representatives, patients, and each patient’s family members access the required data without problems? 

How often do the servers and internet connectivity stop functioning correctly? 

Are there sufficient backup tools to restore the system if something goes wrong? 

Do hospitals, research facilities, and pharmaceutical companies employ end-to-end encryption (E2EE) across all electronic communications? 

Are there new technologies facilitating accelerated report creation? 

Will the patient databases be vulnerable to cyberattacks and manipulation? 

Are the clinical history records sufficient for a robust diagnosis? 

Can the patients collect the documents required to claim healthcare insurance benefits without encountering uncomfortable experiences? 

Is the presently implemented authorization framework sufficient to ensure data governance in healthcare? 

 Has the FDA approved any of your prescribed medications? 

Method #7| Conduct Skill Development Sessions for the Employees  

Healthcare data management solutions rely on advanced technologies, and some employees need more guidance to use them effectively. Pharma companies are aware of this as well, because maintaining and modifying the chemical reactions involved in drug manufacturing will necessitate specialized knowledge. 

Different training programs can assist the nursing staff and healthcare practitioners in developing the skills necessary to handle advanced data analytics solutions. Moreover, some consulting firms might offer simplified educational initiatives to help hospitals and nursing homes increase the skill levels of employees. 

Cooperation between employees, leadership, and public authorities is indispensable to ensure data quality in the healthcare and life science industries. Otherwise, a lack of coordination hinders the modernization trends in the respective sectors. 

Conclusion 

Healthcare analytics depends on many techniques to improve data quality. For example, cleaning datasets to eliminate obsolete records, null values, or duplicate report instances remains essential, and multispecialty hospitals agree with this concept. 

Therefore, medical professionals invest heavily in standardized documents and employee education to enhance data governance. Also, you want to prevent cyberattacks and data corruption. Consider consulting reputable firms to audit your data operations and make clinical trials more reliable. 

SG Analytics is a leader in healthcare data management solutions, delivering scalable insight discovery capabilities for adverse event monitoring and medical intelligence. Contact us today if you want healthcare market research and patent tracking assistance. 

[emanuel0602]

How Artificial Intelligence can both benefit us and affect humans?

The evolution of artificial intelligence (AI) brings both significant benefits and notable challenges to society.

And my opinion about artificial intelligence is that can benefit us but in a certain way it can also affect us.

And you will say why I think that is good because mainly it is because several aspects are going to change and for some things the help you give us will be useful but for other things it is going to screw us up very well.

And now I'm going to tell you some Advantages and some Disadvantages of AI

Benefits:

1. Automation and Efficiency: AI automates repetitive tasks, increasing productivity and freeing humans to focus on more complex and creative work. This is evident in manufacturing, customer service, and data analysis.

2. Healthcare Improvements: AI enhances diagnostics, personalizes treatment plans, and aids in drug discovery. For example, AI algorithms can detect diseases like cancer from medical images with high accuracy.

3. Enhanced Decision Making: AI systems analyze large datasets to provide insights and predictions, supporting better decision-making in sectors such as finance, marketing, and logistics.

4. Personalization: AI personalizes user experiences in areas like online shopping, streaming services, and digital advertising, improving customer satisfaction and engagement.

5. Scientific Research: AI accelerates research and development by identifying patterns and making predictions that can lead to new discoveries in fields like genomics, climate science, and physics.

Challenges:

1. Job Displacement: Automation can lead to job loss in sectors where AI can perform tasks traditionally done by humans, leading to economic and social challenges.

2. Bias and Fairness: AI systems can perpetuate and amplify existing biases if they are trained on biased data, leading to unfair outcomes in areas like hiring, law enforcement, and lending.

3. Privacy Concerns: The use of AI in data collection and analysis raises significant privacy issues, as vast amounts of personal information can be gathered and potentially misused.

4. Security Risks: AI can be used maliciously, for instance, in creating deepfakes or automating cyberattacks, posing new security threats that are difficult to combat.

5. Ethical Dilemmas: The deployment of AI in critical areas like autonomous vehicles and military applications raises ethical questions about accountability and the potential for unintended consequences.

Overall, while the evolution of AI offers numerous advantages that can enhance our lives and drive progress, it also requires careful consideration and management of its potential risks and ethical implications. Society must navigate these complexities to ensure AI development benefits humanity as a whole.

[connectinfosofttechnologies]

Top Ten Web Development Companies in India

Although many organisations strive to minimise the benefits of web development to the global market, statistics indicate the truth. According to statistics, everybody with an internet connection can browse around 1.88 billion webpages.

Given that the majority of websites increase firm sales and ROI, web development can create exceptional outcomes for any business. Web development can benefit both a start-up and a huge organisation. Custom Web Development Companies in India that are skilled in web development are best equipped to handle business needs because they always have enough talent to meet all the demands.

The Best Web Development Companies in India keep their resources up to date with the most recent trends and technologies in the digital world, in addition to their skill sets. Despite the fact that every other web development firm claims to be the finest, it's straightforward to identify the top web developers in India based on their service offerings and work portfolios.

We've produced a list of the top 10 web development companies in India so you can pick the finest one for your next project! So, let's get started.

1. Connect Infosoft Technologies Pvt. Ltd.

Connect Infosoft Technologies Pvt. Ltd. is a well-known web development service company that provides a comprehensive range of web development services. Our web creation services are targeted to your company's specific demands, allowing you to create a website that fits those objectives. We offer website design, development and Digital marketing organization situated in New Delhi. We were established in 1999 and have been serving our customers everywhere throughout the world. Connect Infosoft's Head Office is based in New Delhi, India and has Branch Office in Orissa. It also has a portrayal in the United States.

Our skilled web developers are well-versed in the latest web technologies and can provide you with the best web development solutions that match your budget and schedule restrictions. We also have a team of SEO and digital marketing professionals who can assist you in improving your search .

Major Service Offerings:

Web Application Development

ETL Services -SaaS & MVP Development

Mobile App Development

Data Science & Analytics

Artificial Intelligence

Digital Marketing

Search Engine Optimization

Pay-Per-Click advertising campaigns

Blockchain

DevOps

Amazon Web Services

Product Engineering

UI/UX

Client Success Stories:

Our success is intricately woven with the success stories of our clients. We take pride in delivering successful projects that align with client requirements and contribute to their growth.

We are always ready to start new projects and establish long-term work relationships. We work in any time zone for full-time and part-time-based projects.

Hire Developer for $10 per hour approx.

Book Appointments  or Start To Chat:

Email: info@connectinfosoft.com M: +1 323-522-5635

Web: https://www.connectinfosoft.com/lets-work-together/

2. Infosys

Infosys is a well-known global leader in IT services and consulting based in India. Founded in 1981, Infosys has grown to become one of the largest IT companies in India and has a strong presence worldwide. The company offers a wide range of services, including web development, software development, consulting and business process outsourcing.

In the field of web development, Infosys provides comprehensive solutions to its clients. They have expertise in building custom web applications, e-commerce platforms, content management systems and mobile-responsive websites. Their web development team is skilled in various programming languages, frameworks and technologies to create robust and scalable web solutions.

Infosys has a track record of working with clients from diverse industries, including banking and finance, healthcare, retail, manufacturing and more. They leverage their deep industry knowledge and technical expertise to deliver innovative web development solutions tailored to meet their clients' specific requirements.

Additionally, Infosys focuses on utilizing emerging technologies like artificial intelligence, machine learning, blockchain and cloud computing to enhance the web development process and deliver cutting-edge solutions.

3. TCS (Tata Consultancy Services)

TCS (Tata Consultancy Services) is one of the largest and most renowned IT services companies in India and a part of the Tata Group conglomerate. Established in 1968, TCS has a global presence and provides a wide range of services, including web development, software development, consulting and IT outsourcing.

TCS offers comprehensive web development solutions to its clients across various industries. Their web development services encompass front-end and back-end development, web application development, e-commerce platforms, content management systems and mobile-responsive websites. They have expertise in various programming languages, frameworks and technologies to build robust and scalable web solutions.

TCS has a customer-centric approach and works closely with its clients to understand their business requirements and goals. They leverage their deep industry knowledge and technological expertise to provide innovative and tailored web development solutions that align with their clients' specific needs.

4. Wipro

Wipro is a prominent global IT consulting and services company based in India. Established in 1945, Wipro has evolved into a multinational organization with a presence in over 60 countries. The company offers a wide range of services, including web development, software development, consulting and digital transformation.

In the realm of web development, Wipro provides comprehensive solutions to its clients. They have a team of skilled professionals proficient in various programming languages, frameworks and technologies. Their web development services cover front-end and back-end development, web application development, e-commerce platforms, content management systems and mobile-responsive websites.

Wipro emphasizes delivering customer-centric web development solutions. They collaborate closely with their clients to understand their specific requirements and business objectives. This enables them to create tailored solutions that align with the clients' goals and provide a competitive

5. HCL Technologies

HCL Technologies is a leading global IT services company headquartered in India. Established in 1976, HCL Technologies has grown to become one of the prominent players in the IT industry. The company offers a wide range of services, including web development, software development, digital transformation, consulting and infrastructure management.

HCL Technologies provides comprehensive web development solutions to its clients worldwide. They have a dedicated team of skilled professionals proficient in various programming languages, frameworks and technologies. Their web development services cover front-end and back-end development, web application development, e-commerce platforms, content management systems and mobile-responsive websites.

HCL Technologies has a broad industry presence and serves clients across various sectors such as banking and financial services, healthcare, retail, manufacturing and more. They leverage their deep industry expertise to deliver web solutions that are not only technologically robust but also address the unique challenges and requirements of each industry.

6. Mindtree

Mindtree is a global technology consulting and services company based in India. Founded in 1999, Mindtree has grown to become a well-known player in the IT industry. The company offers a wide range of services, including web development, software development, digital transformation, cloud services and data analytics.

Mindtree provides comprehensive web development solutions to its clients. They have a team of skilled professionals with expertise in various programming languages, frameworks and technologies. Their web development services encompass front-end and back-end development, web application development, e-commerce platforms, content management systems and mobile-responsive websites.

One of the key strengths of Mindtree is its focus on delivering customer-centric solutions. They work closely with their clients to understand their specific business requirements, goals and target audience. This enables them to create tailored web development solutions that meet the clients' unique needs and deliver a seamless user experience.

Mindtree serves clients across multiple industries, including banking and financial services, healthcare, retail, manufacturing and more. They leverage their industry knowledge and experience to provide web solutions that align with the specific challenges and regulations of each sector.

7. Tech Mahindra

Tech Mahindra is a multinational IT services and consulting company based in India. Established in 1986, Tech Mahindra is part of the Mahindra Group conglomerate. The company offers a wide range of services, including web development, software development, consulting, digital transformation and IT outsourcing.

Tech Mahindra provides comprehensive web development solutions to its clients across various industries. They have a team of skilled professionals proficient in various programming languages, frameworks and technologies. Their web development services cover front-end and back-end development, web application development, e-commerce platforms, content management systems and mobile-responsive websites.

Tech Mahindra focuses on delivering customer-centric web development solutions. They work closely with their clients to understand their specific requirements, business objectives and target audience. This enables them to create customized web solutions that meet the clients' unique needs, enhance user experience and drive business growth.

The company serves clients across diverse sectors, including telecommunications, banking and financial services, healthcare, retail, manufacturing and more. They leverage their industry expertise and domain knowledge to provide web solutions that are tailored to the specific challenges and requirements of each industry.

Tech Mahindra embraces emerging technologies in their web development services. They leverage artificial intelligence, machine learning, blockchain, cloud computing and other advanced technologies to enhance the functionality, security and scalability of the web solutions they deliver.

8. Mphasis

Mphasis is an IT services company headquartered in India. Established in 2000, Mphasis has a global presence and offers a wide range of services, including web development, software development, digital transformation, consulting and infrastructure services.

Mphasis provides comprehensive web development solutions to its clients worldwide. They have a team of skilled professionals proficient in various programming languages, frameworks and technologies. Their web development services encompass front-end and back-end development, web application development, e-commerce platforms, content management systems and mobile-responsive websites.

Mphasis focuses on delivering customer-centric web development solutions tailored to meet their clients' specific requirements. They work closely with their clients to understand their business objectives, target audience and desired outcomes. This allows them to create customized web solutions that align with their clients' goals and provide a competitive edge.

9. L&T Infotech

L&T Infotech (LTI) is a global IT solutions and services company headquartered in India. LTI is a subsidiary of Larsen & Toubro, one of India's largest conglomerates. The company provides a wide range of services, including web development, software development, consulting, digital transformation and infrastructure management.

L&T Infotech offers comprehensive web development solutions to its clients. They have a team of skilled professionals who are proficient in various programming languages, frameworks and technologies. Their web development services cover front-end and back-end development, web application development, e-commerce platforms, content management systems and mobile-responsive websites.

One of the key strengths of L&T Infotech is its customer-centric approach. They work closely with their clients to understand their specific business requirements, objectives and target audience. This enables them to create tailored web development solutions that align with the clients' unique needs and deliver tangible business value.

10. Cybage

Cybage is a technology consulting and product engineering company headquartered in Pune, India. Established in 1995, Cybage has grown to become a global organization with a presence in multiple countries. The company offers a range of services, including web development, software development, quality assurance, digital solutions and IT consulting.

Cybage provides comprehensive web development solutions to its clients. They have a team of skilled professionals who are proficient in various programming languages, frameworks and technologies. Their web development services encompass front-end and back-end development, web application development, e-commerce platforms, content management systems and mobile-responsive websites.

Cybage focuses on delivering customer-centric web development solutions. They collaborate closely with their clients to understand their specific business requirements, goals and target audience. This enables them to create customized web solutions that meet the clients' unique needs, enhance user experience and drive business growth.

The company serves clients across diverse industries, including healthcare, retail, e-commerce, banking and finance and more. They leverage their industry knowledge and domain expertise to provide web solutions that address the unique challenges and requirements of each industry.

Cybage emphasizes the use of emerging technologies in their web development services. They incorporate artificial intelligence, machine learning, cloud computing, blockchain and other innovative technologies to enhance the functionality, scalability and security of the web solutions they deliver.

[bbmct]

BBMCT: Embark on New Medical Research at AIIMS hospital

British Biomedicine Clinical Trials (BBMCT) is a leading partner for advanced clinical research at AIIMS Hospital, driving medical innovation, patient care, and academic excellence. Their collaboration with AIIMS Hospital is reshaping the landscape of clinical research, addressing key gaps in medical knowledge, and bringing groundbreaking treatments to the forefront. The partnership plays a pivotal role in improving patient outcomes, accelerating the development of new medical innovations, and fostering collaboration across research teams.

This blog delves into the key areas where BBMCT enhances clinical trials, creating value for patients, researchers, and the broader medical community.

### Enhances Outcomes for Patient Care

One of the primary goals of clinical trials conducted by BBMCT at AIIMS Hospital is to enhance patient care. Through rigorous testing and research, clinical trials offer access to innovative treatments and therapies that are not yet widely available. These trials help identify new, more effective ways of diagnosing, treating, and managing various medical conditions, ultimately improving patient outcomes. With AIIMS’ cutting-edge facilities and BBMCT’s clinical expertise, patients benefit from early access to potentially life-saving therapies, providing them with the opportunity to participate in the development of groundbreaking medical treatments.

Furthermore, clinical trials often provide patients with personalized care, focusing on tailored treatments based on the latest research findings. This contributes to more targeted, effective interventions, which enhance long-term health outcomes and overall quality of life for participants.

### Accelerates the Development of Innovations

BBMCT accelerates the development of medical innovations through its partnership with AIIMS Hospital, positioning it as a leader in clinical research. Clinical trials are essential for advancing medical science, as they provide the data needed to evaluate the safety and efficacy of new drugs, therapies, or medical devices. By conducting these trials, BBMCT helps expedite the development of life-changing innovations that have the potential to revolutionize treatment protocols and improve the quality of healthcare worldwide.

AIIMS, known for its world-class research capabilities, serves as the perfect partner for BBMCT to conduct advanced studies. The collaboration not only expedites the clinical trial process but also ensures that innovations undergo thorough testing to meet the highest standards before reaching the market. This rigorous testing speeds up the availability of new treatments to the broader population.

### Fosters Partnerships with Top Institutions

BBMCT’s collaboration with AIIMS Hospital is just one of many strategic partnerships that help push the boundaries of medical research. By working alongside top medical institutions, research organizations, and universities, BBMCT creates a robust network for knowledge sharing and innovation. These partnerships foster an environment of academic excellence, leading to groundbreaking discoveries in biomedicine.

The collaboration between BBMCT and AIIMS serves as a blueprint for other institutions worldwide, showcasing the importance of collaborative efforts in advancing clinical research. Through such partnerships, BBMCT ensures that it stays at the forefront of global medical research and attracts further collaboration opportunities with top-tier research bodies and healthcare institutions.

### Addresses Important Gaps in Knowledge

BBMCT plays a critical role in addressing key gaps in medical knowledge. Many diseases and medical conditions still lack effective treatments, or the available treatments are only partially effective. Through its clinical trials, BBMCT identifies these gaps in knowledge and works towards filling them. Research conducted at AIIMS, under the guidance of BBMCT, targets under-researched areas, including rare diseases, emerging health threats, and complex medical conditions that have not yet been fully understood or treated.

By focusing on these areas, BBMCT contributes significantly to the body of medical knowledge, enabling future medical advances. This helps both researchers and clinicians understand the complexities of various diseases, leading to better therapeutic strategies and, ultimately, better patient care.

### Attracts Funding for Research Efforts

A crucial aspect of any clinical research initiative is securing funding to carry out studies, especially those that involve complex, long-term research. BBMCT’s collaboration with AIIMS Hospital attracts significant funding for research efforts, ensuring the continuity and expansion of clinical trials. Successful partnerships with pharmaceutical companies, government bodies, and philanthropic organizations help secure financial support for groundbreaking research.

The ability to attract funding allows BBMCT to continue its important work in medical research, providing more opportunities for clinical trials and expanding the scope of studies. With additional resources, BBMCT can pursue innovative research directions, ensuring that critical areas of biomedicine are not left unexplored.

### Bolsters Academic Reputation and Distinction

Through its partnership with AIIMS Hospital, BBMCT not only advances clinical research but also bolsters the academic reputation of both organizations. AIIMS is known for its prestigious academic standing in the medical field, and its collaboration with BBMCT strengthens this reputation. By being involved in high-profile clinical trials, researchers and clinicians at AIIMS gain recognition in the international medical community, elevating their academic standing.

This collaboration also opens up new opportunities for education and training in clinical research, enhancing the skill sets of future healthcare professionals. The visibility and credibility of these trials help attract top-tier talent to AIIMS and BBMCT, further reinforcing their position as leaders in medical research.

### Facilitates Collaboration Among Research Teams

One of the most significant benefits of BBMCT’s partnership with AIIMS Hospital is the facilitation of collaboration among research teams. The clinical trial process involves various experts, including physicians, scientists, data analysts, and regulatory specialists. BBMCT creates a collaborative environment where these teams can work together seamlessly, ensuring that trials are conducted efficiently and produce reliable results.

By fostering a culture of teamwork and knowledge exchange, BBMCT ensures that diverse perspectives are integrated into the research process. This collaborative approach is crucial for solving complex medical problems, as it allows for the pooling of expertise from different fields. It also promotes continuous learning and the sharing of insights that ultimately benefit the wider medical community.

### Advances Practices Based on Solid Evidence

BBMCT’s commitment to evidence-based medicine is another key advantage for the medical community. Clinical trials conducted by BBMCT provide solid, peer-reviewed data that can be used to guide medical practices and treatment protocols. This evidence helps healthcare providers make informed decisions about patient care, ensuring that treatments are based on the most current and reliable information.

The rigorous nature of BBMCT’s clinical trials means that only well-substantiated practices make their way into clinical guidelines and healthcare policies. By contributing high-quality evidence to the medical field, BBMCT plays an essential role in advancing healthcare practices and improving patient outcomes on a global scale.

/media/e7f8e34bd4cfd77059366714b848a2f1

### Frequently Asked Questions (FAQ)

**1. What is the role of BBMCT in clinical research at AIIMS Hospital?**

BBMCT plays a pivotal role in facilitating advanced clinical research at AIIMS Hospital by conducting clinical trials that focus on innovative treatments and therapies. They work alongside AIIMS to test new medical interventions, thereby contributing to the improvement of patient outcomes, advancing medical knowledge, and speeding up the development of life-saving innovations.

**2. How do BBMCT’s clinical trials benefit patients?**

BBMCT’s clinical trials offer patients access to cutting-edge treatments and therapies that are not yet available to the general public. By participating in these trials, patients benefit from personalized care based on the latest research, which can lead to better health outcomes, especially in conditions with limited treatment options.

**3. What types of diseases or conditions are researched in BBMCT clinical trials?**

BBMCT conducts clinical trials across a wide spectrum of diseases and conditions, including cancer, cardiovascular diseases, rare genetic disorders, and emerging health threats. The trials often focus on under-researched or complex conditions, helping fill crucial gaps in medical knowledge and leading to the development of new, more effective treatments.

**4. How does BBMCT attract funding for research?**

BBMCT attracts funding from a variety of sources, including government grants, pharmaceutical companies, and philanthropic organizations. The partnership with AIIMS Hospital helps secure financial support by demonstrating the institution’s credibility, research excellence, and the potential impact of the trials on advancing medical science and patient care.

**5. Why is collaboration important in BBMCT’s clinical trials?**

Collaboration is essential for the success of BBMCT’s clinical trials, as it brings together experts from various fields, including medicine, science, and data analysis. By fostering an environment of teamwork and knowledge sharing, BBMCT ensures that clinical trials are conducted efficiently, producing reliable data that can influence medical practices and healthcare policies.

### Conclusion

BBMCT’s partnership with AIIMS Hospital stands as a beacon for advancing clinical research, fostering innovation, and improving patient care. Through its strategic approach to clinical trials, BBMCT not only accelerates the development of medical innovations but also addresses critical knowledge gaps, attracts essential funding, and bolsters the academic reputation of AIIMS. The collaborative environment created by BBMCT enhances teamwork among researchers, while solid evidence generated from clinical trials guides medical practices worldwide. As BBMCT continues to lead in biomedicine research, it plays an integral role in shaping the future of healthcare, offering hope for new treatments and better patient outcomes.

Subscribe to BBMCLINICALTRIALS YouTube channel for Research Insights

Be sure to subscribe to the **BBMCLINICALTRIALS YouTube channel** for exclusive access to the latest updates and in-depth insights into British Biomedicine Clinical Trials (BBMCT). Stay informed on cutting-edge research, clinical trial advancements, patient safety protocols, and breakthrough therapies being tested at AIIMS Hospital. Our channel provides expert discussions, industry trends, and detailed videos on the clinical trial process across various therapeutic areas. Whether you’re a healthcare professional, researcher, or simply interested in biomedical innovation, subscribing will keep you at the forefront of clinical research developments. Don’t miss out — join our community today!

[taaaaaams]

As a STEM students how can you uphold physical fitness in influencing the future?

Being a STEM student, I see the strong connection between staying fit and making a positive impact on the future. Even though my focus is on science, technology, engineering, and math, I understand how important physical fitness is for a healthy mind and body specially for us a stidy under the strand of STEM.

for inclusion as i varsity player in our school I've learned that regular exercise boosts brain function, helping with things like memory and concentration. This means that by staying physically active, I'm actually enhancing my ability to solve complex problems and analyze data.

For me being a badminton player as a STEM student without a doubt is a winning combination for specially in future fitness. The sport not only provides physical benefits but also enhances cognitive abilities and fosters qualities crucial for success. It's a holistic approach that aligns with the pursuit of a balanced and healthy lifestyle.

Looking at the bigger picture, a society that values physical health can reduce the strain on healthcare systems. STEM Students like me can work together to find ways to prevent health issues before they happen. Using data analysis and technology, we can identify health trends and develop solutions to promote healthier lifestyles.

Sustainability is also crucial in both STEM and fitness. By considering eco-friendly practices in technology and promoting positive initiatives, we can create a future where health and environmental awareness go hand in hand.

To sum it up, not just as a STEM student but also a Varsity Player, my goal is not only to stay physically fit for myself but to use my knowledge to contribute to a future where everyone sees the importance of a healthy lifestyle. I want to be part of a positive change that makes physical fitness a shared responsibility, benefiting individuals and society as a whole.

[religion-is-a-mental-illness]

By: Cory Franklin

Published: Oct 1, 2024

Calls to ‘trust the science’ need to be treated with severe scepticism. This was brought home by the recent debunking of a widely cited 2020 study in the prestigious journal, Proceedings of the National Academy of Sciences (PNAS). The article and the attention it attracted illustrate how the authority of science can be used to mislead the public.

The study at issue – entitled ‘Physician-patient racial concordance and disparities in birthing mortality for newborns’ – examined 1.8million childbirths in Florida between 1992 and 2015. It purported to show that black newborns died more frequently when cared for by white doctors than they do when cared for by black doctors. This led the researchers to conclude that ‘black physicians systemically outperform their colleagues when caring for black newborns’.

Most major media outlets interpreted this as a prime example of systemic racism in American healthcare. Some even wondered if perhaps white doctors were sabotaging the treatment of black infants. The findings were so shocking that Justice Ketanji Brown Jackson quoted the research in her dissent from the 2023 US Supreme Court ruling that ended affirmative action in higher education. Also in the affirmative-action case, several prestigious medical groups, including the American Medical Association and the American Academy of Pediatrics, filed an amicus brief containing the following conclusion: ‘For high-risk black newborns, having a black physician is tantamount to a miracle drug.’

The only problem is that the findings of the study were completely untrue.

The reason for the disparity in newborn deaths was not due to the race of the physicians or to systemic racism, but to a flawed study design. After four years, a second group of researchers finally revisited the study data and found the original researchers did not account for difference in birth weight, a key determinant of mortality in neonates. While uncommon, low birth weight occurs more frequently in black newborns and accounts for a disproportionate number of neonatal deaths.

Because these infants were usually treated at major medical centres, where most of the physicians are white, deaths in the original study attributed to white physicians were actually the result of their caring for sicker patients. After controlling for low birth weight, the difference in care between black and white physicians effectively disappeared.

This study was fundamentally flawed. When studying mortality in neonates, low birth weight is a key determinant. This is paediatrics 101. It is essential that low birth weight be factored in. Yet at every stage of the scientific publication process for this study, the role of low birth weight was ignored.

The problem began with the original authors. Before cause-and-effect conclusions can be drawn, any study of the relationship between mortality and care must account for severity of illness – in this case, low birth weight. For example, emergency-room patients with head trauma who receive CT scans have higher mortality than those patients who don’t have CT scans. This is because only those with more severe trauma are referred for scans. The higher mortality among CT-scanned patients has nothing to do with the CT scan itself.

In this case, the authors never even mentioned low birth weight in the article’s section on the limitations of the findings. One could give them the benefit of the doubt. After all, every researcher at one time or another has neglected an obvious variable. But such an obvious omission raises the suspicion that they wanted to obtain a desired result – that is, they wanted to demonstrate systemic racism in American healthcare. As Nobel laureate Richard Feynman once cautioned, ‘you must not fool yourself, and you are the easiest person to fool’.

At the pre-peer-review stage, the journal editors also failed to note the absence of low birth weight as a key factor in neonatal mortality. The PNAS editors who initially received the article are the pinnacle of scientific authority. They are all top scientists in their respective fields at major academic centres. This particular journal even includes a statistical review committee, which looks at methodology and statistics. It should have flagged the glaring omission of low birth weight immediately and sent the article back to the authors for revision before the next step of sending the article to outside peer reviewers.

And what about those outside peer reviewers? The whole job of these subject-specific experts is to read with a gimlet eye, looking for errors, contradictions, biases and flaws in study design. Not infrequently, they recommend rejecting publication of an article on the thinnest of pretexts. Overlooking severity of illness is not a minor mistake. It is a major study-invalidating error. It is almost unbelievable the peer reviewers did not reject the article on that basis. It raises the question of whether they wanted to see the publication of an example of systemic racism at the expense of a careful critique of the data.

After the outside peer reviewers, the article would have come back to the journal editors, in the post-peer-review phase. The original journal editors therefore had one more chance, with the help of the expert peer review comments, to consider whether the article should be published. Why in this case didn’t they ask what caused the excess mortality when white physicians cared for the infants? Did white doctors deny black newborns access to intensive care or ventilators or antibiotics? (These cases weren’t surgical, so surgical skill was not an issue.) In addition, if you believe in systemic racism of physicians then the differences in mortality were considerable (absent the consideration of low birth weight). They were almost too good (or bad) to be true. As the journal editors surely would have known, when data are too good to be true, they probably are not true.

After publication, the article would have been seen by scientific journalists. They are trained to evaluate and interpret science for the public. Journalists who read the initial article should have identified right away there was no control for severity of illness. Their failure to notice this suggests either incompetence or confirmation bias (that is, they believe so strongly that healthcare is systematically racist, this is precisely the result they expected to see.) If they did notice and did not report it, that is even worse. Did anyone in the community of scientific journalists really want to challenge the study?

After the scientific journalists come the lay journalists. When this study was reported in the lay press, especially in connection with the Supreme Court affirmative-action decision, it emphasised the disparity between the quality of black and white physicians and the huge effect on mortality in black newborns, which was going on for nearly a quarter of a century. Such an appalling situation would surely have been obvious to nurses, hospitals, patients and families well before the publication of this paper. Yet no journalists asked why no one had come forward in all that time to expose it.

If this debacle teaches us anything, it is to be far more sceptical when faced with studies of this kind. In one of his legendary lectures on science, Richard Feynman said that the layman has ‘as much right as anyone else, upon hearing about the experiments – but be patient and listen to all the evidence – to judge whether a sensible conclusion has been arrived at’. He added: ‘The experts who are leading you may be wrong.’

Remember this episode whenever someone tosses out the phrases ‘trust the science’ or its close cousin, ‘evidence-based’. This may be an attempt to pass off a political view as a scientific fact. Science is an ever-changing endeavour, difficult to interpret, subject to manipulation and susceptible to personal bias, as the 2020 PNAS study illustrates.

When it comes to science, it’s best to channel your inner Ronald Reagan, ‘Trust, but verify’.

[vivekavicky12]

Understanding Future: The Exciting Data Science Trend Landscape

In the ever-evolving realm of technology, the future of data science stands as a beacon of innovation and opportunity. As we peer into the horizon, several key trends and developments promise to shape the trajectory of data science, cementing its role as a driving force in decision-making, innovation, and industry advancements. Whether you're a beginner or looking to specialize, understanding the types of data science courses available is crucial. Choosing the best Data Science Institute can further accelerate your journey into this thriving industry.

Unprecedented Demand for Expertise:

At the heart of the future of data science lies an unprecedented demand for expertise. Organizations across diverse sectors are awakening to the realization that data is not just a byproduct but a strategic asset. The need for skilled data scientists is set to soar, creating a landscape where professionals with the ability to translate data into actionable insights will find abundant opportunities.

This surge in demand is not just a reflection of current trends but a testament to the enduring significance of data in shaping business strategies and driving innovations. As organizations increasingly recognize the potential of data to gain a competitive edge, data scientists will play a pivotal role in unlocking the value hidden within vast datasets.

Convergence with AI and ML:

As we move forward, the convergence of data science with Artificial Intelligence (AI) and Machine Learning (ML) is destined to deepen. This synergy is not just a technological trend but a paradigm shift that will redefine the capabilities of data science. The integration of AI and ML will lead to the development of more sophisticated models, enabling predictive analytics and intelligent decision-making on an unprecedented scale.

This convergence holds the key to unlocking new possibilities, from autonomous systems that learn and adapt to intricate patterns to intelligent algorithms that drive innovations in diverse industries. The future of data science is intricately linked with the evolution of AI and ML, promising a landscape where data-driven insights become synonymous with intelligent decision-making.

Industry-Specific Applications:

Data science is not a one-size-fits-all solution; its power lies in its adaptability to diverse industries and their unique challenges. In the future, we can anticipate a proliferation of industry-specific applications of data science. From personalized medicine in healthcare, where data analytics guides treatment plans, to the financial sector, where data science drives fraud detection and risk management, the applications are boundless.

The versatility of data science will be a cornerstone in addressing industry-specific challenges, providing tailored solutions that go beyond generic analytics. This industry-centric approach signifies a future where data science becomes an indispensable tool, intricately woven into the fabric of various sectors.

Ethical Considerations in Data Use:

With great power comes great responsibility, and the future of data science will be no exception. As data assumes a central role in shaping policies, influencing societal norms, and steering business strategies, ethical considerations will take center stage. Striking the delicate balance between innovation and ethical use of data will be a critical focal point.

The responsible handling of data, addressing concerns related to privacy and security, and ensuring equitable access to the benefits of data science will be paramount. The future beckons a data science landscape where ethical considerations are not just an afterthought but an integral part of the decision-making process.

Automation of Analytical Processes:

Automation is poised to redefine the landscape of data science. In the future, routine analytical processes will undergo a transformation through advanced tools and platforms. This automation doesn't signal a reduction in the role of data scientists; instead, it frees up their time for more complex analyses, strategic decision-making, and deriving actionable insights.

By automating routine tasks, data scientists can allocate their efforts towards refining algorithms, exploring innovative approaches, and addressing the ever-growing complexities of the data landscape. The automation wave promises efficiency without compromising the depth and quality of data analysis.

Continuous Innovation and Expansion of Domains:

Innovation is the lifeblood of data science, and the future promises a continuous stream of groundbreaking advancements. Data science will not only impact traditional domains but will also extend its influence into emerging fields such as cybersecurity, Internet of Things (IoT), and beyond.

The versatility of data science applications will contribute to the evolution of technology, paving the way for solutions to some of the most pressing challenges of our interconnected world. Whether it's enhancing cybersecurity measures or optimizing the potential of IoT devices, data science will be at the forefront of technological evolution.

In conclusion, the future of data science is a dynamic landscape where innovation, ethical considerations, and industry-specific applications converge. As professionals and enthusiasts alike embark on this journey, the unfolding possibilities signify not just a career in data science but a pivotal role in shaping the technological landscape of tomorrow. The future beckons, and data science is poised to lead the way. Choosing the best Data Science courses in Chennai is a crucial step in acquiring the necessary expertise for a successful career in the evolving landscape of data science.

[vishal0713]

"Unveiling the Future: How Data Science is Revolutionizing Upcoming Industries"

Data science continues to have a substantial impact on various industries, and its scope is expected to expand as new technologies emerge and businesses realize the potential of data-driven insights. Here are some upcoming industries where data science is likely to play a significant role:

Healthcare and Life Sciences: Data science can aid in personalized medicine, drug discovery, predictive analytics for patient outcomes, and healthcare operations optimization.

Financial Services: Financial institutions use data science for fraud detection, risk assessment, algorithmic trading, customer behavior analysis, and credit scoring.

Retail and E-Commerce: Data science helps optimize inventory management, pricing strategies, recommendation systems, and customer segmentation for targeted marketing.

Energy and Utilities: The energy sector benefits from data analytics for smart grid management, predictive maintenance of equipment, and energy consumption optimization.

Manufacturing: Data science improves manufacturing processes through predictive maintenance, quality control, supply chain optimization, and demand forecasting.

Agriculture: Precision agriculture utilizes data science to optimize crop yield, resource allocation, pest control, and environmental monitoring.

Transportation and Logistics: Data science plays a role in route optimization, fleet management, demand forecasting, and autonomous vehicles.

Telecommunications: Data science assists in customer churn prediction, network optimization, and personalized service offerings.

Media and Entertainment: Content recommendation, audience segmentation, and analyzing viewer engagement are areas where data science is making an impact.

Real Estate: Data science helps in property price prediction, market trend analysis, and investment decision-making.

Environmental Conservation: Data science aids in monitoring and analyzing environmental data, including climate patterns, pollution levels, and habitat preservation.

Education: Data science can personalize learning experiences, assess student performance, and optimize educational resources.

Government and Public Services: Data-driven decision-making is becoming increasingly important for optimizing public services, policy formulation, and resource allocation.

Insurance: Insurers use data science for risk assessment, claims processing, fraud detection, and customized pricing.

Travel and Tourism: Data science enhances traveler experiences through personalized recommendations, pricing optimization, and destination insights.

Pharmaceuticals: Data science plays a role in drug discovery, clinical trials optimization, and pharmacovigilance.

Smart Cities: The concept of smart cities involves integrating data science for efficient urban planning, traffic management, energy consumption, and public services.

Cybersecurity: Data science helps in identifying and responding to cyber threats by analyzing patterns and anomalies in network data.

As technology continues to advance and businesses recognize the value of data-driven insights, certybox is creating a difference in providing the top professional courses along with job assistance. It's essential for professionals in the field to stay updated with the latest developments and tools to make the most of these opportunities.