#Quantitative investigation
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How do you not realize your Marxist ideology is false when it says shit like a trans black woman small business owner is oppressing her cis white man employees?
I don't think you're, like, genuinely asking, or are curious, here, but I'll answer anyways, for everyone else who might be confused on issues like this: it's intersectionality.
You could make this argument about essentialy any axis of oppression - 'how do you not realise your LGBT ideology is false when it says shit like a cishet black person is oppressing their white trans gay employees', or, conversely, 'how do you not realise your racial ideology is false when it says shit like a white trans gay person is oppressing their cishet black employees'.
The point here isn't to have a rock-paper-scissors, PokĂŠmon type-effectiveness ranking of which axes of oppression 'outrank' which others, it's to understand that each axis of oppression is an entirely distinct social system that overlaps with the other. A black business owner suffers from the social system of antiblackness, and benefits from the social system of capitalism. The specific overlap of their blackness and their class character also gives them an entirely unique character with regards to their segment of society. If they are USAmerican, for example, in their specific case the state and progress of the national liberation movement in the US means that they make up the rear of the revolutionary movement, despite being themselves petit-bourgeois. These systems of oppression are qualitatively different, and cannot be simply, quantitatively, summed up against each other.
With this in mind, it should be understood that the Marxist understanding of class as the principal contradiction does not mean that class is the most important, overruling factor, and that other axes should be ignored. Class is considered the principal contradiction because it is the contradiction that all other axes of oppression, genuine in their own rights, grew out of. Antiblackness was created by the slave trade (not vice-versa), and the slave trade was created by the growing European bourgeoisie's need to extract surplus-value, in the collapse of the Feudal economy. In the example you gave, the petit-bourgeois business owner exploits the labour of her workers, and is supported in doing so by an entire legal, political, and philosophical system based on the expropriation of the proletariat. She is also herself repressed and exploited on the basis of race, gender, and transness. These do not cancel each other out. However, given the ultimate source of racial, patriarchal, and cissexist oppress is political-economic class, her ability to genuinely fight for her interests in those fields will be hamstrung by her class position - just as her ability to attain and maintain that class position in the first place is itself hamstrung by her oppression in other fields.
Ultimately, there are no simple rules that society can be flattened down by. Each and every instance and scenario must be investigated in its own right. The idea that people are driven to Marxism because it provides an easy or simplified way of looking at the world is (perhaps unfortunately!) wrong, it actually means a lot more work!
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MASTER POST OF PROSHIP RESOURCES!!! <3<3
this is just for links (bc i just have No Way of formatting this properly), so for more in-depth stuffs and credits, head to the google doc, or the carrd !! :3c
Fiction â Reality
Violent media -
Does Media Violence Predict Societal Violence? It Depends on What You Look at and When
Video Game Violence Use Among âVulnerableâ Populations: The Impact of Violent Games on Delinquency and Bullying Among Children with Clinically Elevated Depression or Attention Deficit Symptoms
Extreme metal music and anger processing
On the Morality of Immoral Fiction: Reading Newgate Novels, 1830â1848
How gamers manage aggression: Situating skills in collaborative computer games
Examining desensitization using facial electromyography:Violent videogames, gender, and affective responding
'Bad' video game behavior increases players' moral sensitivity
Fiction and Morality: Investigating the Associations Between Reading Exposure, Empathy, Morality, and Moral Judgment
Comfortably Numb or Just Yet Another Movie? Media Violence Exposure Does Not Reduce Viewer Empathy for Victims of Real Violence Among Primarily Hispanic Viewers
Fantasy Crime: The Criminalisation of Fantasy Material Under Australia's Child Abuse Material Legislation
Being able to distinguish fiction from reality -
Effects of context on judgments concerning the reality status of novel entities
Childrenâs Causal Learning from Fiction: Assessing the Proximity Between Real and Fictional Worlds
Reality/Fiction Distinction and Fiction/Fiction Distinction during Sentence Comprehension
Reality = Relevance? Insights from Spontaneous Modulations of the Brainâs Default Network when Telling Apart Reality from Fiction
How does the brain tell the real from imagined?
Meeting George Bush versus Meeting Cinderella: The Neural Response When Telling Apart What is Real from What is Fictional in the Context of Our Reality
loli/shota/kodocon -
If I like lolicon, does it mean Iâm a pedophile? A therapistâs view
Virtual Child Pornography, Human Trafficking and Japanese Law: Pop Culture, Harm and Legal Restrains
Lolicon: The Reality of âVirtual Child Pornographyâ in Japan
Report: cartoon paedophilia harmless
âThe Lolicon Guy:â Some Observations on Researching Unpopular Topics in Japan
Robot Ghosts And Wired Dreams Japanese Science Fiction From Origins To Anime [pg 227-228]
Australia's "child abuse material' legislation, internet regulation and the juridification of the imaginationjuridification of the imagination [pg 14-15]
Multiple Orientations as Animating Misdelivery: Theoretical Considerations on Sexuality Attracted to Nijigen (Two-Dimensional) Objects
Positive Impact on Mental Health
Art therapy -
The effectiveness of art therapy for anxiety in adults: A systematic review of randomised and non-randomised controlled trials
Efficacy of Art Therapy in Individuals With Personality Disorders Cluster B/C: A Randomized Controlled Trial
Effectiveness of Art Therapy With Adult Clients in 2018 - What Progress Has Been Made?
Benefits of Art Therapy in People Diagnosed With Personality Disorders: A Quantitative Survey
The Effectiveness of Art Therapy in the Treatment of Traumatized Adults: A Systematic Review on Art Therapy and Trauma
The clinical effectiveness and current practice of art therapy for trauma
Writing therapy -
Optimizing the perceived benefits and health outcomes of writing about traumatic life events
Expressive writing and post-traumatic stress disorder: Effects on trauma symptoms, mood states, and cortisol reactivity
Focused expressive writing as self-help for stress and trauma
Putting Stress into Words: The Impact of Writing on Physiological, Absentee, and Self-Reported Emotional Well-Being Measures
The writing cure: How expressive writing promotes health and emotional well-being
Effects of Writing About Traumatic Experiences: The Necessity for Narrative Structuring
Scriptotherapy: The effects of writing about traumatic events
Emotional and physical benefits of expressive writing
Emotional and Cognitive Processing in Sexual Assault Survivors' Narratives
Finding happiness in negative emotions: An experimental test of a novel expressive writing paradigm
An everyday activity as treatment for depression: The benefits of expressive writing for people diagnosed with major depressive disorder
Writing about emotional experiences as a therapeutic process
Effects of expressive writing on sexual dysfunction, depression, and PTSD in women with a history of childhood sexual abuse: Results from a randomized clinical trial
Written Emotional Disclosure: Testing Whether Social Disclosure Matters
Written emotional disclosure: A controlled study of the benefits of expressive writing homework in outpatient psychotherapy
Misc -
Emotional disclosure about traumas and its relation to health: Effects of previous disclosure and trauma severity
Treating complex trauma in adolescents: A phase-based integrative approach for play therapists
Emotional expression and physical health: Revising traumatic memories or fostering self-regulation?
Disclosure of Sexual Victimization: The Effects of Pennebaker's Emotional Disclosure Paradigm on Physical and Psychological Distress
Kink/Porn/Fantasies
Sexual fantasies -
A Critical Microethnographic Examination of Power Exchange, Role Idenity and Agency with Black BDSM Practitioners
Women's Rape Fantasies: An Empirical Evaluation of the Major Explanations
History, culture and practice of puppy play
What Exactly Is an Unusual Sexual Fantasy?
The Psychology of Kink: a Survey Study into the Relationships of Trauma and Attachment Style with BDSM Interests
Punishing Sexual Fantasy
Women's Erotic Rape Fantasies
Sexual Fantasy and Adult Attunement: Differentiating Preying from Playing
What Is So Appealing About Being Spanked, Flogged, Dominated, or Restrained? Answers from Practitioners of Sexual Masochism/Submission
Dark Fantasies, Part 1 - With Dr. Ian Kerner
Why Do Women Have Rape Fantasies
The 7 Most Common Sexual Fantasies and What to Do About Them
Sexual Fantasies
Pornography -
The Effects of Exposure to Virtual Child Pornography on Viewer Cognitions and Attitudes Toward Deviant Sexual Behavior
American Identities and Consumption of Japanese Homoerotica
The differentiation between consumers of hentai pornography and human pornography
Pornography Use and Holistic Sexual Functioning: A Systematic Review of Recent Research
Claiming Public Health Crisis to Regulate Sexual Outlets: A Critique of the State of Utah's Declaration on Pornography
Pornography and Sexual Dysfunction: Is There Any Relationship?
Reading and Living Yaoi: Male-Male Fantasy Narratives as Women's Sexual Subculture in Japan
Women's Consumption of Pornograpy: Pleasure, Contestation, and Empowerment
Pornography and Sexual Violence
The Sunny Side of Smut
Other -
Fantasy Sexual Material Use by People with Attractions to Children
Fictosexuality, Fictoromance, and Fictophilia: A Qualitative Study of Love and Desire for Fictional Characters
Exploring the Ownership of Child-Like Sex Dolls
Are Sex and Pornograpy Addiction Valid Disorders? Adding a Leisure Science Perspecive to the Sexological Critique
Littles: Affects and Aesthetics in Sexual Age-Play
An Exploratory Study of a New Kink Activity: "Pup Play"
Jaws Effect
The Jaws Effect: How movie narratives are used to influence policy responses to shark bites in Western Australia
The Shark Attacks That Were the Inspiration for Jaws
The Great White Hope (written by Peter Benchley, writer of Jaws)
The Jaws Myth [not a study BUT is an interesting read and provides some links to articles and studies]
Slenderman Stabbings
Out Came the Girls: Adolescent Girlhood, the Occult, and the Slender Man Phenomenon
Jury in Slender Man case finds Anissa Weier was mentally ill, will not go to prison
2nd teen in 'Slender Man' stabbing case to remain in institutional care for 40 years
Negative effects of online harassment
How stressful is online victimization? Effects of victim's personality and properties of the incident
Prevalence, Psychological Impact, and Coping of Cyberbully Victims Among College Students
Offline Consequences of Online Victimization
The Relative Importance of Online Victimization in Understanding Depression, Delinquency, and Substance Use
Internet trolling and everyday sadism: Parallel effects on pain perception and moral judgement
The MAD Model of Moral Contagion: The Role of Motivation, Attention, and Design in the Spread of Moralized Content Online
Morally Motivated Networked Harassment as Normative Reinforcement
When Online Harassment is Perceived as Justified
Violence on Reddit Support Forums Unique to r/NoFap
"It Makes Me, A Minor, Uncomfortable" Media and Morality in Anti-Shippers' Policing of Online Fandom
#proship#profic#proshippers please interact#pro ship#profiction#anti anti#proship please interact#pro fic#đđ¸
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Best Friend Duties: Crowe x reader
Summary: Whatâs a more fun way to suffer than having your best friend by your side! Spend a late-night moment with Crowe as you dive into research ruckus, deep conversations, and friendships! (Or something more? :D)
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Ah yes, the usual late night ventures inside your apartment filled with the radiations of your laptop (and your sanity). You need to sacrifice all of your nights in order to achieve good grades, after all.
But tonight is a little different.
With everything piling up, you needed some emotional backup. And who better to call than your ever-so-charming best friend, Jericho Ichabod â or as most know him, Crowe. He didnât hesitate to agree to stay the night. A study buddy might just be what you need to survive this academic dilemna.
Truthfully, you've never had any visitors at your apartment until both you and Crowe got drenched and he had to evacuate to yours right away. Things were... Let's just say the past events were rather intimate between you two. Whenever you sit on the same exact spot of the couch, your mind immediately replays the moment where his longing presence was wrapped against you (specifically, your neck). Crowe is undeniably sly, but maybe thatâs what keeps you hooked.
When he arrived, you whipped up some midnight snacks before getting started with research chaos. Your chosen topic? It was an investigation into the attachment styles and interpersonal relationships of Titan City's college students â specifically, those from the higher class. Moving on, you both sat on the floor, laptops glowing side-by-side on the coffee table. Back pain is a problem for later
Crowe let out a long yawn, rubbing his cheeks. "Our group needs more participant feedback... The lower years wonât bite, even if there are exclusive incentives." He pinched the bridge of his nose while contemplating his whole life in front of his glowing laptop. Research-1, Crowe-0.
âThatâs rough,â you sympathized, typing away. âKeep pestering them. Kill 'em with kindness, right?â You understood his stress. Gathering respondents for a quantitative study felt like picking out roses â roses with thorny opinions that could make or break your data.
Crowe scooted closer, his shoulder resting gently against yours as he peered at your screen. âWhat about you? Are your participants settled?â
"Just wrapped everything up yesterday,â you said with a grin. âThank goodness we have Hyugo in our group â guy can charm a freaking tomato in seconds. I contribute the write-ups while he handles everyone else.â You chuckled, recalling how your teal-haired classmate still managed to have his ball of energy despite chattering all day. âSurprisingly, the higher class students were⌠cooperative enough."
Crowe hummed, amused. "Ah, wonderful. You can finally acquire enough sleep." He skimmed through your paper again, now behind you, leaning in as he scrolled. You could say personal space was not in his dictionary tonight.
"The higher class, huh? What was it like to interact with someone most people fawn and despise?" He murmured, gently moving your hair aside to whisper in your ear. "Iâve been curious as to how that made you feel." He reassured you and waited for your response.
You laughed."Ah, yes... The Trivia Master Ichabod strikes again!" Crowe lightly smacked your shoulder, and you shifted back to a more thoughtful tone.
"Well, there are a lot more privileged beings than what I expected... For starters, the administration did accept the approval letter for conducting research related assessments, which surprised me because I really thought the higher faculty would reject the whole idea! I guess I got lucky." The more you presented your words, the closer he leaned to you.
Crowe nodded, face in deep thought. "Do you think that they treated you with real respect? Or was it just tolerance â waiting for the survey to end?" He ponders and awaits your new answer.
You hesitated. "Perhaps a mix of both. You never truly know someoneâs real intentions unless you dig deeper into them." You answered truthfully. Crowe's presence lingers more and moves closer behind you.
"Just be careful with the people you allow to stay in your orbit. Not every star wants to see you shine." He lightly brushed your hair, giving you some comfort. "I look forward to the full results of your research. I could smooth out some grammar issues as well!"
You looked back, ruffling his hair. "You're such a multitasker-king! Or whatever that is. Seriously, thank you, Crowe. Just being with you in every small step means a lot to me. I feel like I don't help you enough, to be honest."
He blinked. "You're kidding, right? Your presence is always there whenever I need it. Every single moment we have together⌠It's like the stars shift to make room for a new constellation. Just being near you is enough."
He rested his head against the back of yours and sighed. You could feel all of his tensions fading away the moment he said that.
"Oh, Jericho. You and your way of words." you said as you nuzzle your heads together
Crowe smiled and pulled you into a hug. "How lucky I am that our stars crossed. Being your... best friend is the greatest fate the universe can grant me." His voice slightly faltered when he said those two words to describe what the both of you had at the moment: "best friend."
He settled his head on your shoulder again. "Speaking of friends, how do you feel about our friend group? If anything ever feels off⌠Iâm right here."
He was referring to the four knuckleheads that somehow lifted your spirits up: Deryl, Geo, Brittney, and Jess. These past few months with them were the cherry on top in your chaotic college world. Brittney's dashing mindset, Jess's gentleness, Deryl's absurd obsession with Brit's sandwiches, and Geo's quiet yet attentive presence... A day with them is a guaranteed smile on your face.
And Crowe? Well, he was the whole galaxy.
You shut your laptop screen to fully face him. "I adore them all so much! They are incredible in their own ways. And, I wish... Society can see how amazing we are regardless of our state and more on recognizing who we are."
Crowe mumbled something you couldn't comprehend before gripping your arm a little tighter. "Maybe others donât see it, but I certainly do. In my eyes, you are my brightest star ever." He leaned in and placed a soft kiss on your forehead.
"For the sake of lady physics, you're going to kill me, Jericho." You lightly smacked his head but proceeded to pat it afterwards. "You're too... Tender."
"Hm?â He tilted his head, fingers twirling the strands of your hair. "Is it a bad thing?"
"It might be,â you murmured. âIf you keep doing that, youâre responsible for me." Before a second could even pass, Crowe leaned in further, bracing his arms on the table â effectively caging you in between. His damn smirk was as mischievous as ever.
"Maybe... That was my secret agenda all along."
#tkatb#tkatb fanfic#the kid at the back vn#the kid at the back x reader#tkatb vn#the kid at the back crowe#tkatb crowe#jericho ichabod#tkatb x reader#tkatb mc
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Reference saved in our archive
Is there a link between pediatric hepatitis and covid infection?
Abstract Background
The cause of acute paediatric hepatitis of unknown aetiology (2022) has not been established despite extensive investigation.
Objective
To summarise the evidence for and against a causal role for human adenovirus (HAdv), adeno-associated virus 2 (AAV-2) and SARS-CoV-2 in outbreaks of paediatric hepatitis in 2022.
Methods
We appraised and summarised relevant evidence for each of the Bradford Hill criteria for causality using quantitative (statistical modelling) and qualitative (narrative coherence) approaches. Each team member scored the evidence base for each criterion separately for HAdv, AAV-2 and SARS-CoV-2; differences were resolved by discussion. We additionally examined criteria of strength and temporality by examining the lagged association between SARS-CoV-2 positivity, respiratory HAdv positivity, positive faecal HAdv specimens and excess A&E attendances in 1â4 years for liver conditions in England.
Results
Assessing criteria using the published literature and our modelling: for HAdv three Bradford Hill criteria (strength, consistency and temporality) were partially met; and five criteria (consistency, coherence, experimental manipulation, analogy and temporality) were minimally met. For AAV-2, the strength of association criterion was fully met, five criteria (consistency, temporality, specificity, biological gradient and plausibility) were partially met and three (coherence, analogy and experimental manipulation) were minimally met. For SARS-CoV-2, five criteria (strength of association, plausibility, temporality, coherence and analogy) were fully met; one (consistency) was partially met and three (specificity, biological gradient and experimental manipulation) were minimally met.
Conclusion
Based on the Bradford Hill criteria and modelling, HAdv alone is unlikely to be the cause of the recent increase in hepatitis in children. The causal link between SARS-CoV-2, and to a lesser degree AAV-2, appears substantially stronger but remains unproven. Hepatitis is a known complication of multisystem inflammatory syndrome in children following COVID-19, and SARS-CoV-2 has been linked to increased susceptibility to infection post-COVID-19, which may suggest complex causal pathways including a possible interaction with AAV-2 infection/reactivation in hosts that are genetically susceptible or sensitised to infection.
#mask up#public health#wear a mask#pandemic#wear a respirator#covid#still coviding#covid 19#coronavirus#sars cov 2#adenovirus
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*waves shyly* Hello!! First off, I absolutely adore all of your stats and get excited when you post new ones -- thank you so much for all that you do!
Secondly, a friend and I have been discussing fandom longevity lately, and I wondered if you have thoughts? Subjectively, it seems to us that new fandoms tend to have more quick bursts of fandom activity when a new season/movie/book/etc comes out that fades quickly with time, whereas older established fandoms have more staying power. I'm curious if you have any insight about whether this is objectively true in most cases or not, and as to whether or not the type of canon source material matters (eg show-based fandoms vs book-based fandoms). I hope you're having a great day <3
Hi there, and thanks! :D This is a great question, and one I have been having a bunch of conversations about lately.
I share this subjective experience -- it sure seems like the attention span of fans and lifespan of fandoms is shorter than it used to be, when I think of how quickly people stop talking about a bunch of newer movies and TV shows these days. And then I see some of the older fandoms like Harry Potter still producing a ton of new fanworks, and I think, "Wow, maybe new fandoms just don't have the staying power of older ones." At the same time, I also question how objectively true/simple that story is for a few reasons, including:
Memory bias: When we look back on the past, the fandoms we remember most are usually the ones that lasted a long time. So our estimates of past fandom longevity may be overly generous.
Changes to fandom size: Maybe any changes to fandom lifespan are mostly due to some other change, like fandom size... Attention is more splintered these days than it used to be across more streaming services/etc, and I think there are more, smaller fandoms than there used to be. Maybe if a fandom doesn't get really huge, it's just not likely to last that long.
For TV fandoms -- changes to canon release schedule: most TV shows used to have seasons that lasted most of the year, so they had a lot more reason to stay in the public mind longer. Now many seasons are shorter and sometimes drop all at once. Perhaps if we compared popular TV procedurals with 22 episodes/season from now vs. ~a decade ago, we'd see similar patterns of fandom activity?
I've been thinking about ways to try to gather quantitative data about the changes, and testing out a few methods. A few ideas I've had:
Look at the Tumblr official lists of top fandoms and see whether the top fandoms tend to leave the top 20 rankings faster now than they used to. (The Tumblr rankings go all the way back to 2013 on a yearly basis, at least -- I'm not sure how long they've been releasing the weekly lists; those may have started later.)
Look at AO3 fandom activity after new canon infusions - how quickly does activity drop off after a new movie/book/video game release, or after a TV season ends? How has the rate of activity dropoff changed over the years? (And how much of that seems to be explained by other factors, like fandom size?)
See how quickly AO3 authors/creators tend to migrate to new fandoms, and how that's changed over time - many authors tend to be active in multiple fandoms, so we'd have to define what it means to migrate to a new fandom, but I think we could do so in a way that would allow us to look for changes.
Look at Tumblr, Twitter/X, and/or Reddit activlty after new canon infusions - same as AO3, but on a platform where people are posting shorter content and there's more of a discussion. (This data would be harder to collect, though.)
I'd love to also hear other ideas. I think I'm going to need some volunteers to help gather data if I do any of the above, though... Readers, if you'd be interested in helping to gather data for an hour or more to help investigate this question, please reply/DM and let me know! And/or join the new fandom-data-projects community.
Also if any readers know of anyone else who has looked into this/similar questions, I'd love to hear about it!
#fandom lifespan#call for volunteers#I'll also post more details later#but it would involve doing AO3 searches or other searches and copying numbers into a spreadsheet#questions for the tumblmind#asks#toasty replies#fandom stats#toastystats#50
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Lookism Characters as Archaeologists pt.1
Jake, Eli, Johan, Samuel, Daniel, Yujin/Eugene
Jake
Specialization: Classical Archaeology
He romanticizes being an archaeologist, which makes working with him a dream job.
He knows all his workmates names and remembers all the students who spend a week on internship with his team.
He's straightforward and does what he thinks is more suitable on his research even if it means not keeping some strata in order to reach the most ancient one.
He does not teach, prefers to spend the day on the fields.
Has written some cool articles about remarkable warriors.
Didn't want to be an excavations' director but somehow ended up being a good one.
There's a rumor that he infiltrated in a black market in order to retrieve some stolen archaeological artifacts from smugglers.
Eli
Specialization: Forensic Archaeology
(Duties of archaeologists in this field of archaeology include collecting evidences like human burials, artifacts, footprints, tool-marks, etc., and trying to figure out the situation in which a particular crime might have happened; and to ascertain the influences on the remains of external factors that may have disturbed the crime scene).
His cold mindset made him the best on this field.
He teaches at the laboratories and side eyes the students who find gross touching real bones.
Keeps a file of plenty of different types of burials, sacrifices and traces of violence of the bones.
Shares laboratory with Johan.
He gets hyperfocused when a crime scene seems to be impossible to decipher.
He works more on the laboratory than the field.
When he was a student he destroyed a lot of evidence by mistake, improved trough practice.
Johan
Specialization: Zooarchaeology
(Also known as faunal analysis, is a branch of archaeology that studies remains of animals from archaeological sites).
There's a rumor that he cried when he found out a 4000-year-old dog died by a human weapon.
He's the best at his field but awful at tutoring, he doesn't have the patience to deal with students so Eli and other lab workers have to replace him on the teaching.
Has to be reminded once in a while that archaeology is a collaborative and multidisciplinary discipline.
Has made some internships cry.
He is the one who causes less damage to the bones making some restorers jealous.
Zack, Jake and Daniel forced him to participate on their excavations.
Samuel
Specialization: Prehistoric Archaeology
Joined this field because it was the hardest but the most well paid, doesn't mind the toxic ambience, he fuels it.
He is the strictest, never accepts he's wrong and avoids teaching newbies.
There's a rumor that he started a fistfight with Eli because of a debate about a burial ceremony.
He has good eye on the cutting techniques.
You have an only opportunity to make a good impression on him, if not you can say goodbye to work with him.
Talk about the survival methods and you have his attention.
Daniel
Specialization: Ethnoarchaeology
(Ethnoarchaeology is the science that deals with the ethnographic investigation of living communities in order to acquire knowledge of the past).
Joined motivated to understand the human conduct and because he was a fan of Indiana Jones since a kid.
His workplace is really tidy and organized, has a shelf with ceramics and fossils displayed on his office, so students can admire when tutoring.
None knows why, but he always ends up on the other archaeologists messes (infiltrated with Jake in a black market, got caught in the Samuel vs Eli fistfight, went to ask Gun for an artifact and ended up working with him).
A lot of students joined archaeology because had a crush on him.
He's a rookie yet has made a name for himself inside the community.
Eugene
Specialization: Quantitative Analysis Archaeology
None knows why there's this branch and why he does it, yet since he's the only one who knows how to use it, everyone depends on him.
Has never stepped in a field nor grabbed a shovel.
Loves to fail his students, says things like "you can try next year, if you succeed".
There's a rumor that his predecessor confused him for a student on his first day of teaching, and he cut his (the predecessor) car's brakes.
Only corrects his students essays so he can diss them.
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Strained strontium titanate membrane crosses into ferroelectricâand quantumâterritory
Strontium titanate was once used as a diamond substitute in jewelry before less fragile alternatives emerged in the 1970s. Now, researchers have explored some of its more unusual properties, which might someday be useful in quantum materials and microelectronics applications. Writing in the journal Nature Communications, the team explains how they built an extremely thin, flexible strontium titanate membrane and stretched it, in the process turning on what's known as a ferroelectric state. In that state, the material generates its own electric field, somewhat similar to how a permanent magnet generates its own magnetic field. "We applied strain to tune the membrane to a ferroelectric or non-ferroelectric state reversibly and repeatedly," said Wei-Sheng Lee, a lead scientist at the Department of Energy's SLAC National Accelerator Laboratory and a principal investigator at the Stanford Institute for Materials and Energy Sciences (SIMES), a joint SLAC-Stanford institute. "This allowed quantitative characterizations of this transition in strontium titanate with unprecedented details."
Read more.
#Materials Science#Science#Strontium titanate#Membranes#Ferroelectric#Quantum mechanics#Strain engineering#Thin films#Materials characterization
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The Israeli attack on a humanitarian convoy in Gaza in early April that killed seven aid workers with the U.S.-based aid group World Central Kitchen has ignited a fierce global backlash against Israelâs policies of engagement in the territory. The attack involved the successive firing of three missiles at three vehicles, driven by suspicions of a Hamas combatantâs presence within the convoy, according to reports.
In Israel, the event is being portrayed as an accident, âa grave mistake stemming from a serious failure due to a mistaken identification, errors in decision-making, and an attack contrary to the Standard Operating Procedures,â as the Israeli militaryâs investigation team concluded. In humanitarian circles, it is seen as evidence of a culture that âtreats Gaza as a free-fire zone with total impunity for gross attacks on civilians,â as Jeremy Konyndyk, the president of Refugees International who served in both the Obama and Biden administrations, has suggested.
But for the discussion to be useful, it should progress beyond these immediate interpretations to examine the deeper cultural patterns underlying such incidents. Most crucially, it must scrutinize the shift in military policy and ethos that can be traced back to the Elor Azaria affair of 2016-17. Azaria was an Israeli conscript who was captured on video executing a wounded and immobilized Palestinian assailant in Hebron. The Israeli military prosecuted Azaria for manslaughter and sentenced him to 18 months in prison.
While the case demonstrated the militaryâs commitment to its own ethical codes, it also sparked widespread protests from right-wing factions and a general backlash against military procedures. The army was accused of failing to support Azaria and creating a culture in which soldiers would hesitate to use force against Palestinian militants. To counter this claim, and from that point forward, the military began to announce the number of Palestinian fighters killed in its operations, demonstrating that its forces did not hesitate to engage.
Under the leadership of the militaryâs chief of staff, Aviv Kochavi, from 2019 to 2023, the killing-based criteria were reinforced. Kochaviâs goal was to remake the army into a âlethal, efficient, and innovativeâ fighting forceâin other words, a death-generating army. He promoted this vision by enhancing the precision of weapon systems, improving the coordination between forces and intelligence, and increasing the rate of fire.
Kochaviâs directive for field commanders to assess, at the end of each combat phase, the number of enemy forces killed and objectives destroyedârather than solely focusing on territorial conquestâsignified a shift toward necrotactics, where the primary goal of military engagement is killing the enemy. Killing becomes not just an outcome of warfare but its principal aim.
The approach of using body counts as a metric of success has notably intensified during the current war. Soon after the Oct. 7 attack, the Israeli military began consistently reporting the number of Hamas fighters killed, echoing the way U.S. generals announced enemy fatalities during the Vietnam Warâa scenario where traditional metrics for evaluating combat success are elusive, thus making the body count, rather than the strategic objectives achieved, the primary indicator of success. This was particularly evident as the Israeli death toll ticked up and the stated objective of dismantling Hamas appeared increasingly unattainable.
In fact, the military appears to have established a quantitative goal from the outset. According to the journalist Yuval Abraham in +972 Magazine, the Israeli army developed an artificial intelligence-based program named Lavender, designed to identify targets for assassination. This system tagged approximately 37,000 Palestinians in Gaza as suspected militants, marking their residences (and therefore their families as well) for potential airstrikes. The deployment of Lavender contributed to the deaths of around 15,000 Palestinians in the warâs first six weeks, according to the report.
By setting a numerical target, the Israeli military shifted from viewing outcomes as a measure of progressâlike neutralizing the threat posed to Israel from Gazaâto making body counts the main standard. The trend has been reinforced by a pervasive adoption of the language of killing among military commanders. âNow we will go forward and kill them all,â Brig. Gen. Roman Goffman was quoted as saying just before the ground operation in Gaza began, in just one prominent example.
As Israel faces an impasse in Gaza, lacking a politically articulated exit strategy, the reliance on killing and its quantification as a metric for success becomes increasingly pronounced, leading to the erosion of operational constraints. This shift was evident in the recent raid at Shifa Hospital in Gaza City, which inflicted extensive damage to Gazaâs most crucial health care infrastructure. The hunt for Hamas members has, to a significant degree, become an end in itself, complicating the dynamics of the conflict and placing military objectives above political resolutions.
This shift provides some context for the tragic killing of the aid convoy teamâthough it makes it no less disturbing. Once one or two armed individuals were spotted in the convoy, their neutralization became a top priority, apparently eclipsing overarching strategic considerationsâfactors that should have been incorporated at the tactical level. Fundamentally, such a situation warranted an approach aimed at preventing civilian casualties, especially along a deconflicted route designated for humanitarian aid delivery and when no direct threat was posed to Israeli troops. Moreover, the overarching political rationale should have prioritized safeguarding humanitarian missions, given the potential repercussions for Israelâs global standing amid the crisis in Gaza.
Yet the events unfolded with a seeming obsession for lethal action, as vividly illustrated by reporting in the Israeli newspaper Haaretz: Upon spotting a gunman or two, Israeli forces targeted three successive vehicles from the air. After the first one was hit, passengers moved to a second vehicle, which was then struck by a missile. And when the wounded were transferred to a third vehicle, it too was fired on. This appears to be a case of obsessive kill confirmation, overshadowing the principles of necessity, proportionality, and the sanctity of civilian life.
Hence, the fundamental issue extends beyond merely revising the rules of engagement or monitoring their application more closely, as such measures alone would prove inadequate to prevent future incidents. The problem also transcends the flawed assumption that every part of Gaza can be considered a free-fire zone where engaging Palestinian militants indiscriminately is justified. What is crucial is dismantling the prevailing culture that equates killing with military success.
Yagil Levy is a professor of political sociology and public policy at the Open University of Israel.âŻHis most recent book in English is: Whose Life Is Worth More? Hierarchies of Risk and Death in Contemporary Wars.
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Following up on yesterdayâs post about the CIA spinoff agency, CISA, that has morphed into a sort of watchdog over WrongThink in America, dedicated to influencing/censoring the thoughts of Americansâunder the cover of preventing foreign âmeddlingâ. Hereâs how the Anglo-Zionists manage the news in the UK. Imagine if they ever tried something like that here! Or, is that how itâs been handled all along?
Arnaud Bertrand @RnaudBertrand I had missed that but this is a massive story. Basically, almost everything the BBC published on Gaza had to go through editor Raffi Berg (notably known for writing a book praising Mossad that's on Netanyahu's bookshelf), whose "entire job" was "to water down everything that's too critical of Israel" according to a former BBC employee. Quote Drop Site @DropSiteNews Dec 19 NEW from @DropSiteNews: The BBC's Civil War Over Gaza A landmark investigation by @owenjonesjourno into BBCâs Gaza coverage. Interviews with 13 journalists and staffers reveal how senior figures skewed stories for Israel and dismissed internal objections Show more Last edited11:39 PM ¡ Dec 28, 2024
The article (linked above) is lengthy, so ⌠excerpt. The portions in italics are from the intro. The excerpt is simply to show that, from the outset, Berg could hardly have been other than agenda driven. The question arises: Who at the BBC thought it was appropriate to have Middle East news filtered through Raffi Berg? Or was that decision made outside the BBC?
BBCâs coverage of Israelâs unrelenting assault on Gaza by British journalist Owen Jones. His report is based on interviews with 13 journalists and other BBC staffers who offer remarkable insights into how senior figures within the BBCâs news operation skewed stories in favor of Israelâs narratives and repeatedly dismissed objections registered by scores of staffers who, throughout the past 14 months, demanded that the network uphold its commitment to impartiality and fairness. Jonesâs investigation of the BBC has three main components: a deeply reported look into the internal complaints from BBC journalists, a quantitative assessment of how the BBC characterizes the year-long siege on Gaza, and a review of the histories of the people behind the coverageâand, in particular, one editor, Raffi Berg. Appropriately, when Jones began this reporting as an independent journalist and reached out to Berg for comment, Berg at first hired the famous defamation lawyer Mark Lewis, who is also former Director of UK Lawyers for Israel. Jones is a Guardian columnist and hosts his own searing independent news coverage on YouTube. Many thanks to those who donated directly to Owen to help pay for his legal fees. We are living in an era where many people expect the news to be delivered in 280 characters or less. But investigative journalism often necessitates a careful peeling back of layers, an examination of background and context, and incorporating the insights of many sources. This is a long read, and may take you a couple of sittings to get through, but itâs well worth our attention given the global influence of the BBC, which hails itself as âthe worldâs most trusted international news provider.â As Jones notes, the BBC website is the most-visited news site on the internet. In May alone, it had 1.1 billion visits.
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I think people generally overstate the difference humanities and STEM students â at least in the English speaking world. In other places, it's far less stark. For example, in Russian a sociologist and a physicist are both ŃŃОннŃĐľ, in German a philosopher and a chemist are both wissenschaftlern in their respective fields. (forgive my spellings)
Generally people say that STEM people have the sort of 'problem solving' mindset â you know the whole schtick of basically every quantitative/technical programme being like "hey do you like PROBLEM SOLVING? PUZZLES? WELL BOY DO WE HAVE THE JOB FOR YOUâ"? And Humanities people have...people skills. Soft skills. You know, "you do english lit? you. you must really enjoy people. talking, and stuff. you have all these nice soft skills â like schmoozing, and charm, I bet, because you like people so much. how. would you like a career in HR"
And i think that's a completely misguided dichotomy, because...have you met a humanities student? Like someone who is really into their degree the same way a mathematician, a chemist, a biologist, etc. is? There is NO guarantee an interest in people gives you people skills.
I think the main dichotomy between your literature and your history students versus your hard sciences / mathematics students is that the latter 'solve problems' whereas the former 'investigate problems'.
Think about it. A historian is not necessarily interested in solving the theological disputes between the Reformed, Lutheran, and Catholic churches in the 16th and 17th centuries. The historian is actually interested in:
(1) finding out what those disputes were
(2) finding out where they came from
(3) figuring out why they were important to people
(4) seeing what people tried, and why it did / didn't work
Sociologists and anthropologists do similar things, but with questions relevant to their fields.
So okay, humanities students have an investigative mindset, whereas STEM students are generally 'problem solvers'. Now I'm going to turn around and say that those two mindsets are actually quite close to each other. You still need to solve some problems in the humanities â there's some level of 'computational thinking' (ie break things up into step by step chunks, see what tools you can use to solve your problem, or how you can come up with an alternative solution), it's just not really the emphasis. You still need to be investigative in STEM (just ask anybody in a biology-adjacent discipline what it's like to write and read academic papers), it's just not all you're doing.
My rant here is basically coming from the still-pervasive discourse I see at uni about humanities versus STEM, which I'm increasingly getting fed up with. This was mostly prompted by a talk i went to by someone who studies Religion&Science â a PhD physicist that got really into theology. I didn't really agree with him much, but he very compellingly demonstrated that basically any academic discipline past the graduate level will require rigour, evidence, and careful thinking, and will generally provide niche-but-useful-when-put-together-with-other-things discoveries.
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In the 1860s, when he consciously distanced himself from his earlier technocratic productivism, Marx was compelled to rethink his optimistic view of history and to reflect more seriously upon its negative implications. This self-critical reflection took place as he investigated the material aspect of the production process unique to capitalist production, especially how material world â human and non-human â is reorganized by capital's initiative in favour of its own accumulation. This is because the increase of productive forces subordinate workers to command of capital more effectively. If so, 'relations of production' and 'productive forces' cannot be simply separated as assumed in the traditional view of historical materialism. The development of productive forces of capital is dependent upon the thorough reorganization of human metabolism with nature in the form of cooperation, division of labour and machinery. In this sense, the 'mode of production' expresses a particular social arrangement of the material elements of production. That is why in the preface to Capital, Marx set himself the task of examining 'the capitalist mode of production, and the relations of production... that correspond to it' instead of treating 'productive forces' as an independent variable as was the case in the preface to A Contribution.
This change concerning the 'mode of production' might be discounted as a minor philological quibble, but its theoretical significance should not be underestimated because it has to do with the transformation of Marx's vision of post-capitalism. When the development of productive forces is not purely formal and quantitative, but is deeply rooted into the transformation and reorganization of the labour process, one can no longer assume that a socialist revolution could simply replace the relations of production with other ones after reaching a certain level of productive forces. Since the 'productive forces of capital' that emerge through the real subsumption are materialized and crystalized in the capitalist mode of production, they disappear together with the capitalist mode of production. In this sense, we need to radically reverse the traditional historical materialist view about the actual relationship between productive forces and relations of production: 'Relations of production determine productive forces' (Tairako 1991).
This is how the establishment of the concepts of 'productive forces of capital' and 'real subsumption' compelled Marx to abandon his earlier formulation of historical materialism in the preface to A Contribution. Since both aspects of Form and Stoff are closely entangled with each other due to the real subsumption of the labour process it is not possible to change one without simultaneously changing the other. This complexity would not occur if the productive forces of capital were simply dependent upon machines. They could be utilized in socialism as before. However, the productive forces developed under capitalism are tightly connected to the uniquely capitalist way of organizing the collaborative, cooperative and other social aspects of labour. If so, the transcendence of the capitalist mode of production must be a much more radical and thoroughgoing one than the mere abolition of private property and exploitation through the re-appropriation of the means of production by the working class. It requires the radical reorganization of the relations of production for the sake of freedom and autonomy among associated producers, so that the productive forces of capital disappear. Otherwise, despotic and ecologically destructive forms of production will continue in post-capitalist society. Yet when the productive forces of capital disappear, the productive forces of social labour are diminished as well.
Kohei Saito, Marx In The Anthropocene
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i havent recieved a lot of anon hate over the years but after the one that just said "you are fucking creepy" (daily affirmation) that one from the other day complaining that i had used big words and brought a social science/feminist pov to something as silly as fanfic because why would i do that it's not that deep was second funniest. like if you send hate at least be familiar with the blog. i do that because im literally the person who does that. it's inherent to me to see something and go it's like a society in here. i obviously did NOT get a sociology degree for the money i did it because i love it. el meu estudi sobre la venda de pipes al barri de benimaclet, que fa servir mètodes quantitatius com qualitatius, no ha aportat resultats significatius and whatnot
#the meme was in spanish i forgot#my investigation on abbilana vs macdennis#which combines both quantitative and qualitative methods#does not provide significant results#personal
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Cybernetics with Chinese Characteristics & why we suck at the real Grand Strategy Game
Part 2 - The Quickening
Back in 2023, I wrote this more blog-like post about the mid 20th century McCarthyite purges of the Jet Propulsion Laboratory and the knock on effects that had - Namely the inception of the Chinese nuclear program, one-child policy and Chinese computing scene.
Since nothing is new under the sun, we have recently witnessed yet another example of America shooting itself in the foot, yet again, due to it's McCarthyite style purge of Chinese technology.
The release of the Chinese created AI system DeepSeek R1 last week has lead to the largest US stock market loss in history with NVIDIA stock decimated.
A record $465 Billion was wiped off its valuation in a single day. In 2024, the government of Turkey spent this much in a year on it's responsibilities?
Why did this happen?
As always, a lot can be put down to US foreign policy, and the in-intended implications of seemingly positive actions.
Do you want to start a trade war?
Back in the relatively uncontroversial days of the first Trump Presidency (Yes it does feel odd saying that) there were scandals with hardware provided by Chinese company Huawei. This led to the  National Defense Authorization Act for Fiscal Year 2019 which explicitly banned Huawei and ZTE's hardware from use in US Government institutions. It also meant the US had to authorise US component manufacturer purchases by these companies.
Crucially this had a 27 month window. This allowed both companies to switch suppliers, and production to domestic suppliers. This actually led to Chinese chip advances. Following on from this came the 2022 move by the US Department of Commerce: "Commerce Implements New Export Controls on Advanced Computing and Semiconductor Manufacturing Items to the Peopleâs Republic of China (PRC) ". This further limited the supply of semiconductor, supercomputer, and similar hardware to the PRC and associated countries.
Ok, well so far this is fairly dry stuff. You might think it would hamper Chinese development and, to some extent, it did.
It also proved to be the main catalyst for one financial quant.
Meet the Quant
Meet Liang Wenfeng (ć˘ćé). Educated to masters level, Liang was keen to apply machine learning methods to various field, but couldn't get a break. Finally, in the mid 2000's, he settled on a career investigating quantitative trading using machine learning techniques.
He became successful, founding several trading firms based around using machine learning methods, but his interest in base AI never seemed to cease. It was in 2021 that he started purchasing multiple NVIDIA GPUs to create a side project, leading to the creation of DeepSeek in 2023.
Now, due to import limitations, there were limitations on computation. This, however, did not stop DeepSeek's programming team.
Instead they used it as their strength.
Constrains Breed Innovation
For many years, the Western model of AI releases have focussed on making ever larger and larger models.
Why?
Let's break this down from an evolutionary point of view. Modern Western technology companies are largely monopolistic and monolithic. Many of these companies have previously hired staff at higher salaries not to fill roles, but to deny their competitors, and middle market firms, high-flying staff.
They also closely guard trade secrets. What's the training data? What algorithms were used in construction? Guess you'd better chat up some Silicon Valley bros at parties to find out.
For these kinds of firms, having control over large models, housed in data centres makes perfect sense. Controlling model deployment on their own computing systems, and not using local machines, means that they can not only control their systems more carefully, it also means that they can gatekeep access.
If your business model is to allow people to access your models on your servers, and your employees are focussed on making the biggest, best, models, there is no impetus to innovate more efficient, smaller models.
Companies such as OpenAI therefore have the following traits:
Research/Model focus on size over efficiency
Profit driven culture, with emphasis on closed source code
OpenAI's initial focus was as a non-for-profit developing Artificial General Intelligence. This became a for-profit driven company over time. - âI personally chose the price and thought we would make some money.â - Sam Altman
Staff working within paradigm they set in the early 2020's with established code libraries and direct contact with hardware companies creating chips
Significant capital investment - Upwards of several $ billions
DeepSeek, in comparison, is slightly different
For DeepSeek, necessity made innovation necessary. In order to create similar, or better models, than their counterparts, they needed to significantly optimise their code. This requires significantly more work to create, and write, libraries compared to OpenAI.
DeepSeek was started by financial quants, with backgrounds in mainly mathematics and AI. With a focus on mathematics and research, the main drive of many in the company has been exploration of the research space over concerns about profitability.
DeepSeek has also done what OpenAI stopped years ago: actually releasing the code and data for their models. Not only can these models therefore be run via their own gated servers, anyone can replicate their work and make their own system.
For DeepSeek, their traits were:
Research/Model focus on both efficiency and accuracy
Research driven culture, with open nature - âBasic science research rarely offers high returns on investmentâ - Liang Wenfeng
Strong mathematical background of staff, with ability to work around software, and hardware, constraints
Low capital investment of around $5.5 million
From an evolutionary point of view, DeepSeek's traits have outcompeted those of OpenAI.
More efficient models cost less to run. They also more portable to local machines.
The strong ability of DeepSeek's research focussed staff allowed them to innovate around hardware constraints
Opening up the code to everyone allows anyone (still with the right hardware) to make their own version.
To top it off, the cost to make, and run, DeepSeek R1 is a fraction of the cost of OpenAI's model
House of Cards
Now we can return to today. NVIDIA has lost significant market value. It's not just limited to NVIDIA, but to the entire US technology sector with the most AI adjacent companies losing from 10% to 30% of their valuation in a single day.
The culture, and business model, of OpenAI isn't just limited to OpenAI, but to the entire US technology ecosystem. The US model has been to create rentier-style financial instruments at sky-high valuations.
US tech stocks have been one of the only success stories for America over the past few decades, ever since the offshoring of many manufacturing industries. Like a lost long-unemployed Detroit auto-worker the US has been mainlining technology like Fentanyl, ignoring the anti-trust doctors advice, injecting pure deregulated substances into its veins.
The new AI boom? A new stronger hit, ready for Wall Street, and Private Equity to tie the tourniquet around its arm and pump it right into the arteries.
Like Prometheus, DeepSeek has delved deep and retrieved fire from the algorithmic gods, and shown it's creation to the world. The stock market is on fire, as the traders are coming off of their high, realising they still live in the ruin of barren, decrepit, warehouses and manufactories. The corporate heads, and company leaders reigning over the wreckage like feudal lords, collecting tithes from the serfs working their domain.
A Tale of Two Cities
The rise of DeepSeek isn't just a one-off story of derring-do in the AI world: It's a symbolic representation of the changing world order. DeepSeek is but one company among many who are outcompeting the US, and the world, in innovation.
Where once US free-markets led the world in manufacturing, technology and military capability, now the US is a country devoid of coherent state regulated free-market principles - its place as the singular world power decimated by destroying the very systems which made it great.
"Our merchants and master-manufacturers complain much of the bad effects of high wages in raising the price, and thereby lessening the sale of their goods both at home and abroad. They say nothing concerning the bad effects of high profits. They are silent with regard to the pernicious effects of their own gains. They complain only of those of other people." - Adam Smith, The Wealth of Nations
By selling the jobs of working class communities to overseas businesses, destroying unions and creating rentier based business models without significant anti-trust measures, US business and political elites have sealed the present fate of the country.
The CCP led, but strongly anti-trust enforcing, China has been able to innovate, ironically, using the free-market principles of Adam Smith to rise up and create some of the world's best innovations. The factories, opened by Western business leaders to avoid union/worker labour costs in their own countries, have led Shenzhen, and similar cities, to become hubs of technological innovation - compounding their ability to determine the future of technologies across the world.
Will America be able to regain its position on top? It's too early to say, but the innovative, talented, people who made America in the 20th century can certainly do it again.
As Franklin D. Roosevelt once said: âThe liberty of a democracy is not safe if the people tolerated the growth of private power to a point where it becomes stronger than the democratic state itself...
We know now that Government by organized money is just as dangerous as Government by organized mob.
Never before in all our history have these forces been so united against one candidate as they stand today. They are unanimous in their hate for meâand I welcome their hatred.â
Until then, here's a farewell to the American Century ĺ¨éŁäšĺ, ĺč§çžĺ˝ä¸çşŞ
#cybernetics#cybernetic#ai#artificial intelligence#DeepSeek#OpenAI#ai technology#long reads#politics#us politics
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Also preserved in our archive
By Vijay Kumar Malesu
In a recent pre-print study posted to bioRxiv*, a team of researchers investigated the predictive role of gut microbiome composition during acute Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) infection in the development of Long Coronavirus Disease (Long COVID) (LC) and its association with clinical variables and symptom clusters.
Background LC affects 10â30% of non-hospitalized individuals infected with SARS-CoV-2, leading to significant morbidity, workforce loss, and an economic impact of $3.7 trillion in the United States (U.S.).
Symptoms span cardiovascular, gastrointestinal, cognitive, and neurological issues, resembling myalgic encephalomyelitis and other post-infectious syndromes. Proposed mechanisms include immune dysregulation, neuroinflammation, viral persistence, and coagulation abnormalities, with emerging evidence implicating the gut microbiome in LC pathogenesis.
Current studies focus on hospitalized patients, limiting generalizability to milder cases. Further research is needed to explore microbiome-driven predictors in outpatient populations, enabling targeted diagnostics and therapies for LCâs heterogeneous and complex presentation.
About the study The study was approved by the Mayo Clinic Institutional Review Board and recruited adults aged 18 years or older who underwent SARS-CoV-2 testing at Mayo Clinic locations in Minnesota, Florida, and Arizona from October 2020 to September 2021. Participants were identified through electronic health record (EHR) reviews filtered by SARS-CoV-2 testing schedules.
Eligible individuals were contacted via email, and informed consent was obtained. Of the 1,061 participants initially recruited, 242 were excluded due to incomplete data, failed sequencing, or other issues. The final cohort included 799 participants (380 SARS-CoV-2-positive and 419 SARS-CoV-2-negative), providing 947 stool samples.
Stool samples were collected at two-time points: weeks 0â2 and weeks 3â5 after testing. Samples were shipped in frozen gel packs via overnight courier and stored at â80°C for downstream analyses. Microbial deoxyribonucleic acid (DNA) was extracted using Qiagen kits, and metagenomic sequencing was performed targeting 8 million reads per sample.
Taxonomic profiling was conducted using Kraken2, and functional profiling was performed using the Human Microbiome Project Unified Metabolic Analysis Network (HUMAnN3).
Stool calprotectin levels were measured using enzyme-linked immunosorbent assay (ELISA), and SARS-CoV-2 ribonucleic acid (RNA) was detected using reverse transcription-quantitative polymerase chain reaction (RT-qPCR).
Clinical data, including demographics, comorbidities, medications, and symptom persistence, were extracted from EHRs.
Machine learning models incorporating microbiome and clinical data were utilized to predict LC and to identify symptom clusters, providing valuable insights into the heterogeneity of the condition.
Study results The study analyzed 947 stool samples collected from 799 participants, including 380 SARS-CoV-2-positive individuals and 419 negative controls. Of the SARS-CoV-2-positive group, 80 patients developed LC during a one-year follow-up period.
Participants were categorized into three groups for analysis: LC, non-LC (SARS-CoV-2-positive without LC), and SARS-CoV-2-negative. Baseline characteristics revealed significant differences between these groups. LC participants were predominantly female and had more baseline comorbidities compared to non-LC participants.
The SARS-CoV-2-negative group was older, with higher antibiotic use and vaccination rates. These variables were adjusted for in subsequent analyses.
During acute infection, gut microbiome diversity differed significantly between groups. Alpha diversity was lower in SARS-CoV-2-positive participants (LC and non-LC) than in SARS-CoV-2-negative participants.
Beta diversity analyses revealed distinct microbial compositions among the groups, with LC patients exhibiting unique microbiome profiles during acute infection.
Specific bacterial taxa, including Faecalimonas and Blautia, were enriched in LC patients, while other taxa were predominant in non-LC and negative participants. These findings indicate that gut microbiome composition during acute infection is a potential predictor for LC.
Temporal analysis of gut microbiome changes between the acute and post-acute phases revealed significant individual variability but no cohort-level differences, suggesting that temporal changes do not contribute to LC development.
However, machine learning models demonstrated that microbiome data during acute infection, when combined with clinical variables, predicted LC with high accuracy. Microbial predictors, including species from the Lachnospiraceae family, significantly influenced model performance.
Symptom analysis revealed that LC encompasses heterogeneous clinical presentations. Fatigue was the most prevalent symptom, followed by dyspnea and cough.
Cluster analysis identified four LC subphenotypes based on symptom co-occurrence: gastrointestinal and sensory, musculoskeletal and neuropsychiatric, cardiopulmonary, and fatigue-only.
Each cluster exhibited unique microbial associations, with the gastrointestinal and sensory clusters showing the most pronounced microbial alterations. Notably, taxa such as those from Lachnospiraceae and Erysipelotrichaceae families were significantly enriched in this cluster.
Conclusions To summarize, this study demonstrated that SARS-CoV-2-positive individuals who later developed LC exhibited distinct gut microbiome profiles during acute infection. While prior research has linked the gut microbiome to COVID-19 outcomes, few studies have explored its predictive potential for LC, particularly in outpatient cohorts.
Using machine learning models, including artificial neural networks and logistic regression, this study found that microbiome data alone predicted LC more accurately than clinical variables, such as disease severity, sex, and vaccination status.
Key microbial contributors included species from the Lachnospiraceae family, such as Eubacterium and Agathobacter, and Prevotella spp. These findings highlight the gut microbiomeâs potential as a diagnostic tool for identifying LC risk, enabling personalized interventions.
*Important notice: bioRxiv publishes preliminary scientific reports that are not peer-reviewed and, therefore, should not be regarded as conclusive, guide clinical practice/health-related behavior, or treated as established information.
Journal reference: Preliminary scientific report. Isin Y. Comba, Ruben A. T. Mars, Lu Yang, et al. (2024) Gut Microbiome Signatures During Acute Infection Predict Long COVID, bioRxiv. doi:https://doi.org/10.1101/2024.12.10.626852. www.biorxiv.org/content/10.1101/2024.12.10.626852v1.full
#mask up#public health#wear a mask#pandemic#wear a respirator#covid#still coviding#covid 19#coronavirus#sars cov 2#long covid#AI
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Combined Graduate Level Exam: Eligibility Rules You Must Know
 The Combined Graduate Level (CGL) Examination, carried out by way of the Staff Selection Commission (SSC), is one of the maximum prestigious and sought-after government recruitment checks in India. It opens the doorways to a wide range of Group B and Group C posts in various ministries, departments, and subordinate offices below the Government of India. Each 12 months, lakhs of aspirants from across the u . S . A . Compete for a limited number of vacancies, making it one of the most competitive tests inside the nation.
Combined graduate level examination eligibility
1. Objective of the SSC CGL Exam
The examination guarantees a transparent and benefit-based totally selection procedure for jobs that provide stability, security, and the status of operating for the government.
The posts consist of roles like:
Assistant Section Officer (ASO)
Inspector of Income Tax
Assistant Audit Officer
Central Excise Inspector
Statistical Investigator
Auditor
Junior Accountant
Divisional Accountant, and plenty of more.
2. Eligibility Criteria
To apply for SSC CGL, applicants have to fulfill the subsequent primary eligibility criteria:
a) Educational Qualification
A bachelorâs diploma in any area from a diagnosed university is the minimal requirement.
For positive posts, unique qualifications can be wanted (e.G., Statistics degree for Statistical Investigator).
B) Age Limit
Age varies depending at the publish, generally between 18 to 32 years.
Age rest is provided to candidates belonging to reserved classes (SC/ST/OBC/PwD).
C) Nationality
Candidates need to be Indian residents or belong to other eligible categories as described by way of the SSC.
Three. Structure of the Exam
The SSC CGL exam is conducted in four tiers:
Tier-I: Preliminary Examination
Objective kind, online
Total Marks: 200
Time: 60 mins
Tier-II: Main Examination
Objective type, on-line
Papers encompass:
Paper I: Quantitative Abilities
Paper II: English Language and Comprehension
Paper III: Statistics (for relevant posts)
Paper IV: General Studies (Finance & Economics, for AAO put up)
Negative marking applies
Tier-III: Descriptive Paper
Pen and paper-based
Essay/Letter/Precis writing
Marks: a hundred
Language: English or Hindi
Duration:Â 60 mins
Conducted for unique posts
4. Syllabus Overview
a) General Intelligence & Reasoning
Analogies, type, coding-deciphering, puzzle solving, syllogisms, and sample reputation
b) Quantitative Aptitude
Number gadget, percentage, mensuration, earnings & loss, ratio and percentage, time & paintings, algebra, geometry, trigonometry
c) English Comprehension
Grammar, vocabulary, comprehension, sentence correction, cloze assessments
d) General Awareness
Current affairs, history, geography, polity, economics, standard technological know-how
five. Preparation Strategy
Preparing for the SSC CGL exam requires consistent effort, a strategic take a look at plan, and smart time management.
A) Understand the Exam Pattern
Know the weightage of every section
Practice through previous year query papers
b) Focus on Basics
Strengthen your fundamentals in math and English
Make short notes for revision of GK and modern affairs
c) Regular Practice
Attempt day by day mock exams
Improve pace and accuracy
d) Stay Updated
Read newspapers, observe monthly contemporary affairs magazines
Use apps and on-line systems for daily quizzes
6. Job Roles and Perks
SSC CGL-decided on candidates get located in prestigious positions with the Government of India. Some of the blessings consist of:
Attractive Salary Packages:Â Ranging from Rs. 35,000 to Rs. 70,000 depending on the submit and place.
Job Security and Pension:Â Government jobs offer unrivaled task safety and post-retirement advantages.
Growth Opportunities: Regular promotions and opportunities to take departmental checks.
7. Challenges Faced via Aspirants
Despite the appeal of the CGL examination, aspirants face several demanding situations:
High Competition:Â With over 20 lakh applicants annually, opposition is fierce.
Changing Exam Patterns:Â The SSC on occasion modifies patterns and syllabus, requiring adaptability.
Limited Seats:Â With just a few thousand vacancies, handiest the maximum organized applicants prevail.
Preparation Time:Â It requires long-time period steady guidance, often for over a 12 months.
Eight. Recent Changes and Reforms
The SSC has been working to make the CGL examination extra obvious and efficient:
Online Application and Computer-Based Tests: To reduce mistakes and accelerate processing.
Normalization of Scores:Â Ensures fairness throughout extraordinary shifts.
Single Year Calendar:Â SSC now releases an annual calendar for all assessments, allowing better planning.
9. Role of Coaching and Self-Study
Many aspirants be part of training institutes to prepare for the CGL exam, especially for help in math and reasoning. However, with the rise of virtual learning platforms, self-study with online resources, YouTube tutorials, and ridicule test collection has come to be a popular and effective technique for many.
#regular college students#correspondence college students#Combined graduate level examination eligibility
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Hear Me Out:
Court of Darkness but MC is an investigative journalist.
Do we ever really get any details on what MC did on Earth?
Like no, deadassâ we know she had an apartment and Robin. How is she paying rent? How is she buying cat food, or paying Robinâs vet bills?
Iâm willing to bet the devs intentionally didnât give us much detail about MCâs occupation, specifically so we the reader can ⨠project ⨠onto her.
That being said: letâs make up some occupations for her!
I think an investigative MC would be fun! Sheâs in a whole new dimension, thereâs a ton to explore. Reality itself behaves differently, allowing magic! Thereâs an entire history of this worldâs inhabitants! Wars, art, culture, food, philosophy, sciences, MAGIC! This would be fucking paradise for an exploratory personality.
Some headcanons:
MC always has questions. About everything. From the tangible and quantitative (âwhat is this?â) to the conceptual and abstract (âinteresting. You seem to feel very strongly on this subject, am I reading that right? Can you tell me more? What influenced your judgement?â).
When sheâs not peppering one of the consorts with questions about life in this world, sheâs reading. What is she reading? Everything. Everything she can get her hands on. Especially books on history.
Speaking of reading and asking questionsâ MC bonds with Toa in her pursuits of knowledge. He helps her learn how to read and write (language barriers). While Guy, a man of action more than words, might get tired of MCâs incessant questions (and I really mean incessant, this isnât shade at Guy. This MC is straight up annoying, never shuts up)â Toa has more patience.
Speaking of historyâ she studies historical events and the relationships between the kingdoms. Important players on the world stage, what they did, who they were cool with and who they pissed off and why. Why, why, why, MC is very interested in learning why things are the way they are.
So much so, she looks into events deeper than most native inhabitants would probably have any reason to. She wants to find the information not in the history books. She wants to know what actually happenedâ who pulled what strings, who is connected to who else and how did those connections play out, etc.
Through her research, MC learns about a lot of royals before theyâre otherwise introduced. Not only does she learn of their existence (âToa has a sister? Toa has three sisters? đâ), but she, through the lens of various historical accounts (that she certainly cross referenced with each other), learns of their character. What theyâve done. And, reading between the lines, what some books failed to explain or navigated around, sheâs able to get a better sense of their real personalities.
For example: Reading several accounts of her behaviour, if MC is piecing together the information correctly, than the picture her research is painting of Idina is a very, very cold one. Thinking about the implications makes MC shiver. To think this woman is related to Toa, it actually make too much sense.
Speaking of her research: MC definitely has the magical equivalent of a conspiracy theory pin board in her bedroomâ one mapping out the connections between the kingdoms and powerful individuals.

This ^ This, but itâs MC, and the red string is connecting Idina to several assassinations untimely, very unfortunate and super totally accidental deaths of government officials. Toa is the person in the foreground.
âOkay, but whyâ you might be inclined to ask. âWhy is MC asking all these questions, whatâs the pointâ
The point is, she is an investigative journalist. So far, Iâve really emphasized the âinvestigativeâ part. But, my sweet summer child, thereâs an entire second half of that title.
The point being, MC is recording all of the information sheâs gathering.
The history, the art, the culture, the sciences, the magicâ all of it. All of it, she is making an immaculate record of. How, you might ask? Well, you have some options:
Personally, Iâm a huge fan of MCs who got transported with some of their earthly tech on their person. I have more than once gotten home and straight up passed out after a long day, still holding onto or wearing my daily gear. Let me put it this way: if they were able to bring her god damn cat with her, I see no reason why MC couldnât bring, say, a backpack with her. Maybe a satchel, or a crossbody bag. If it was on or near her person when she fell asleep, I can imagine it getting caught up in the process.
Say this MC did have her bag with her. That means she has a myriad of technology potentially at her disposal. Laptop, tablet, camera. If you really want to lean into the âinvestigative reporterâ side of things, she could even have an old school hand held tape recorder. At the very least, she definitely has a phone.
âTech would die, though, how is she going to charge itâ magic, babe. Via Royâs consort path, we learned that inhabitants of the magical realm make magical weapons out of silversmithing. The reason Roy gives is that silver is a good conductor of electricity and magical energy:
(Please ignore the shit image quality, YouTube is being mean)
My point being, you understand the implications of this statement? People in Salagia know what electricity is. At least, on some level. So if MC just made one friend out of the S ranks, or Sherry, Iâm sure they could come up with some way to keep any of MCâs earthly electronics permanently charged.
Outside of techâ remember how MC has to pretty much learn how to read and write? Because the Salagian language, itâs not English. In the American server, itâs hinted that the Salagain language is some derivative of Latin, and magic helps translate speech between MC and everyone else. In Toaâs path, MC can sort of read? But itâs not like speaking, and she pretty much has to relearn from the ground up (Warning: mild spoilers for Toaâs route, maybe?):
Point being: if MC canât really read Salagian writing, then I doubt Salagians can read anything in MCâs native language (be that English, Japanese, or anything else).
So, theoretically speaking, MC could just write in her native language and no one would really be able to tell wtf sheâs writing. Whose gonna teach them, her? Not if she doesnât want them to know, she wonât.
So, to recap:
Our little investigative journalist MC is given the scoop of a fucking lifetime, being transported to a different universe.
With her tech, raw determination, and the help of some new friends, she gathers intel and writes up reportsâ be that literally writing, recording speech, or making video essays.
Photos, videos, any documentation she can make, she does.
The knowledge she gains enables her to move through this new world with a bit more discretion. Sheâs better able to navigate social settings (âeveryone with blue eyes seems to hate me?⌠Oh yeah, the red, Avari, got it. Iâll just be cool, thenâ), and potentially avoid shady characters (ânote to self: avoid Idina. Also, Toa needs therapy.â)
Maybe she discovers some cults earlier than she would otherwise?? đ
And if/when she eventually gets back home, even if itâs just to visit friends, but not actually stay thereâ she will have the most epic story of all time. With supporting documents.
Other fun headcanons:
If this MC does pair up with a consort, everyone is like â⌠bro, your girl⌠she never stops asking questionsâ and her paramour is just like âfuck yeah, she doesnât đâ
âWhat are you writingâ âa list of workers rights violations, I canât believe unions are a foreign concept in this world.â
If an animal/creature shows up, MC is the first to jump to its defense. âItâs a siren!â âSheâs part of an endangered species, you cretin!â âShe can kill you! Arenât you scared??â âSo could tripping and falling over. Bottom line is, Iâm not going to let you hurt her!â
âDo you not have kings in your world?â âI mean, they exist, but let me tell you about 1789 FranceâŚâ *cue the radicalization of the S ranks*
Say a king shows up to the school for an event, oh BOY will she have Words. Not only would she ask a shit ton of questions, she will also have no fucking fear, because she has no respect for their title. âI read about this policy decision, what was this experience like for you?â Whatever prince is the associated son of the king is like âMC, please, Iâm so scared for you, donât incur his wrathâ, while the king is just like âyou know?⌠this person?.. this person is bold. To talk to me like this, the blatant lack of idol worship, almost bordering on disrespect, even⌠this is Different. New. Fun. I almost feel like a normal person, even.â And so, the king engages with all of her questions, much to their sonâs potential dismay.
Anywaysâ god it feels good to get this enormous idea out of my brain and on a digital page. The Thought has been Purged, I am now free. Been a hot minute since I did some long form theorizing for CODVN, feels nice man. đ
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