#my depths map is now about 85-90% done

[talietikasero]

i think i've found more lightroots than shrines at this point

[babbleuk]

Voices in AI – Episode 95: A Conversation with Eric Topol

[voices_in_ai_byline]

About this Episode

Episode 95 of Voices in AI features Byron speaking with author Eric Topol regarding how Artificial Intelligence could revolutionize medicine and the health care industry.

Listen to this episode or read the full transcript at www.VoicesinAI.com

Transcript Excerpt

Byron Reese: This is Voices in AI, brought to you by GigaOm, and I’m Byron Reese. Today my guest is Eric Topol. He is the author of the book Deep Medicine, and he talks about how the power of artificial intelligence can make medicine better for all humans by freeing physicians from the tasks that interfere with human connection. He holds a degree with highest distinction in the study of biomedicine from the University of Virginia, and he holds an MD, with honor, in the study of medicine from the University of Rochester. Welcome to the show, Eric.

Eric Topol: Thanks very much, Byron.

Tell me a little bit about your background and how did you, obviously with the medicine background, first get into AI and see its potential for transforming the medical industry?

Well, it’s been about a dozen years ago when I started this Research Translational Institute, which was predicated on understanding human beings at a deep level. That was also involving, of course, digital, wearable sensors. Very quickly we saw that there was no shortage of data being generated for each person, whether it’s through different sensors or a genome or electronic health records or images, and it became clear that we needed a rescue for dealing with all this data. Clearly, AI is emerging to fulfill that very objective.

What do you mean, you set out to ‘understand humans’? Is that psychology and sociology and physiology? Is it all of that? That’s a pretty tall order. You have to look at history and anthropology…

Yeah, not quite as diverse as you’re mapping but rather the medical essence of a person. That would be the biological layers like DNA, proteins, the microbiome, the physiologic through sensors layer, the anatomy through scans, and then the environment you can quantify now through sensors, as well as the traditional medical information. We’re not talking about anthropology or psychology as much as we’re talking about what makes a person tick.

If you go to 2000, 2003 when the genome was announced, the first human genome draft, their thought was the DNA is going to have all the operating instructions. I’ve never thought that to be the case and in fact, we need much more information about a person. The whole concept of individualized medicine [means] being able to match up that knowledge of a person with prevention or better management of conditions, or everything we do for screening and medications and making diagnoses, everything we do in medicine, by having a deeper understanding of each person.

Where are we on that journey? If you go back [from] Hippocrates to now—because I’m always struck by how much we don’t know—you can start with the brain and how a thought is encoded and what gives rise to the mind. We used to think the neurons were the story, and then it’s the glial cells and then it’s something else. I read recently we don’t even know how the body maintains its body temperature. How does it always keep us at 98.6? Where are we in terms of our understanding of what you’re trying to[do] – are we still in the era of stone knives and bearskins?

[Laughter] No, we’re not. We’re making tremendous headway. I think it was a remarkable study done on Scott and Mark Kelly, the astronauts, where they compared Scott – these are identical twins – who was out in space at the International Space Station, and every one of these things we just discussed, every layer, was essentially defined: the deepest phenotyping, what we call it, of human beings in history and then the analysis of what was the hit of being in space for a year on Scott, and it was quite a bit of effect on genes, chromosomes, and on his cognition, a significant impairment. We can do this now. We haven’t done it at scale.

We probably now have done genome sequences of a million or so people, but it’s just starting to come together. To answer your question, Byron, we can do each of these. We can do an in-depth probe of a person’s gut microbiome. We can understand things that we never could before. Integrating it all for each human being is another task that is going to require AI because no human being can assimilate all this data.

Yeah I always wonder, will these systems give us more understanding of how things work? Hear me out here because I think about the antidepressant Wellbutrin, which while it was being studied, some people remarked, “You know, I don’t seem to crave smoking as much.” They’re like, really? They do studies and they say “Wow, this is really good for smoking cessation. Let’s call it Zyban and sell it.”

It’s more like we get things out of the data that we don’t necessarily understand, but is it necessarily important that we understand them? We just need to know that it works. We don’t know necessarily how an aspirin stops pain but it’s enough to know that it does, and it doesn’t seem to have terrible side effects. Do you think these sorts of systems are giving us true understanding at a systems level of what a human being is, or are they giving us just a high degree of predictive ability?

Well, there isn’t one simple answer. It depends on the particular focus. In some areas, we’re making significant progress across the board; in others, we’re still at a pretty rudimentary state.

The one thing people are always curious about, of course, is longevity. While the number of people that make it to 100 – the percent of people that make it to 100 goes up every year, the number of people who make it to 125 is stuck at zero forever, seemingly so far. Do you think the kinds of technology you’re studying are going to let us – and I’m not even talking about “curing death” but just break past 125 or 150 for a few people?

It’s possible. I mean, I’m somewhat skeptical about the ability for the science of aging to have a measurable impact on extending lifespan. I don’t know if there are a lot of people who are optimistic that we’ll be able to change that ceiling that you refer to (of 120) and increase the number of people who are centenarians and beyond. That’s really being pursued, but it’s speculative. We are understanding the aging process, that science, far better than ever before and there’s lots of ideas that are being pursued. So far, I don’t see anything that is really making any substantive difference.

Yeah because it always seems like if you ask the people that live a really long time, “Why did you live a long time?” they always have something like, I ate a stick of butter every night, or something that’s completely counter-intuitive.

Yeah we’ve seen that. We’ve had people swear that it was the Twinkies that did it. We have a big elderly program of people who are 85 average, 90 but 85 and above who’ve never been sick, and we’ve had people in that cohort that smoked two packs of cigarettes a day still at age 99. There are some genetic underpinnings that allow people, without any drugs, environmental effects, and things that we don’t understand yet, that give a Teflon coating for some people, not just for lifespan but I think most people would agree it’s actually ‘health span,’ the number of years you can extend where a person is perfectly healthy without any significant chronic conditions. That’s the real goal, not just to be able to say you lived to some ripe old age but you had many different serious conditions including impairment of your cognition.

Listen to this episode or read the full transcript at www.VoicesinAI.com

[voices_in_ai_link_back]

Byron explores issues around artificial intelligence and conscious computers in his new book The Fourth Age: Smart Robots, Conscious Computers, and the Future of Humanity.

from Gigaom https://gigaom.com/2019/09/05/voices-in-ai-episode-95-a-conversation-with-eric-topol/

[talhaghafoor2019-blog]

80s alternative music, college rock, indie – The absolute best of R.E.M.: All 282 songs ranked by Slicing Up Eyeballs’ readers

Today we unveil the results of Round 3 of our latest Slicing Up Eyeballs readers poll series, a 1-to-282 ranking of R.E.M.’s entire catalog of songs recorded between 1981 — the original Hib-Tone release of “Radio Free Europe” — and the band’s eventual break-up in 2011.

A quick refresher: We asked readers to vote for up to 25 of their favorite songs recorded by R.E.M., choosing from a ballot that listed 282 singles, album tracks, compilation cuts and, yes, even cover songs, which we’d excluded on previous polls involving the oeuvres of The Cure and The Smiths.

Not included in this poll: Remixes, alternate versions, re-recordings of songs, or live tracks — though a couple of the latter may have slipped through and onto the prodigious ballot.

Based on a total of 64,828 votes, the full results are presented below. As you can see, the No. 1 song topped the list by a comfortable 160-vote margin (unlike the single vote that split No. 1 and No. 2 on our poll of The Cure’s work). But two songs tied for No. 2 on the R.E.M. list with exactly 1,759 votes apiece.

After our poll of The Smiths’ catalog that saw no ties whatsoever, there are ties galore on this list, particularly when you get down to songs in the lower depths — obscure B-sides, fan club singles — that only garnered a handful of votes apiece. And, for the first time, there are songs — six to be exact — that did not get any votes. They round out the bottom of the poll, tied for last.

As always, thank you all so much for participating.

And now, the results:

2. “Driver 8” (TIE)

2. “Radio Free Europe” (TIE)

5. “(Don’t Go Back To) Rockville”

Single; appears on Reckoning (1984) | 1,497 votes

6. “It’s the End of the World as We Know It (And I Feel Fine)”

Single; appears on Document (1987) | 1,457 votes

7. “Nightswimming”

Single; appears on Automatic for the People (1992) | 1,406 votes

8. “Begin the Begin”

9. “Orange Crush”

Appears on Chronic Town EP (1982) | 1,126 votes

11. “The One I Love”

Single; appears on Document (1987) | 1,116 votes

13. “Finest Worksong”

14. “Pretty Persuasion”

Appears on Reckoning (1984) | 1,029 votes

15. “Superman”

Appears on Lifes Rich Pageant (1986) | 1,011 votes

16. “Talk About the Passion”

Single; appears on Murmur (1983) | 996 votes

17. “Man on the Moon”

18. “Cuyahoga”

19. “What’s the Frequency, Kenneth?”

Single; appears on Monster (1994) | 902 votes

20. “Can’t Get There From Here”

21. “Perfect Circle”

22. “I Believe”

Appears on Lifes Rich Pageant (1986) | 874 votes

Appears on Reckoning (1984) | 830 votes

25. “Country Feedback”

26. “Carnival of Sorts (Box Cars)”

Appears on Chronic Town EP (1982) | 726 votes

27. “You Are the Everything”

Appears on Green (1988) | 689 votes

Appears on Reckoning (1984) | 680 votes

Single; appears on Green (1988) | 642 votes

33. “Feeling Gravity’s Pull”

Appears on Fables of the Reconstruction (1985) | 630 votes

35. “Wolves, Lower”

36. “These Days”

Appears on Lifes Rich Pageant (1986) | 579 votes

Appears on Murmur (1983) | 562 votes

38. “Half a World Away”

Appears on Out of Time (1991) | 554 votes

Appears on Document (1987) | 529 votes

39. “Maps and Legends” (TIE)

Appears on Fables of the Reconstruction (1985) | 529 votes

42. “Disturbance at the Heron House”

Appears on Document (1987) | 521 votes

43. “The Sidewinder Sleeps Tonite”

Appears on Murmur (1983) | 500 votes

46. “Try Not to Breathe”

Appears on Automatic for the People (1992) | 496 votes

Appears on Fables of the Reconstruction (1985) | 477 votes

48. “E-Bow the Letter”

49. “Electrolite”

Single; appears on New Adventures in Hi-Fi (1996) | 470 votes

Single; appears on Monster (1994) | 448 votes

51. “Turn You Inside-Out”

Appears on Green (1988) | 437 votes

Appears on Out of Time (1991) | 408 votes

Single; appears on Up (1998) | 404 votes

56. “At My Most Beautiful”

Single; appears on Up (1998) | 401 votes

Single; appears on Reveal (2001) | 396 votes

58. “Welcome to the Occupation”

Appears on Document (1987) | 388 votes

Appears on Murmur (1983) | 368 votes

61. “Green Grow the Rushes”

Appears on Fables of Reconstruction (1985) | 360 votes

62. “The Flowers of Guatemala”

Appears on Lifes Rich Pageant (1986) | 351 votes

63. “1,000,000” (TIE)

Appears on Chronic Town EP (1982) | 339 votes

67. “Sweetness Follows”

Single; appears on Monster (1994) | 318 votes

69. “Wendell Gee”

71. “Strange Currencies”

Single; appears on Monster (1994) | 306 votes

73. “Radio Song”

Single; appears on Out of Time (1991) | 290 votes

75. “Ages of You”

B-side of “Wendell Gee” and a single off Dead Letter Office (1985/1987) | 282 votes

76. “Belong”

77. “Get Up”

Single; appears on Green (1988) | 266 votes

78. “The Great Beyond”

Single; appears on “Man on the Moon” soundtrack (1999) | 263 votes

79. “Time After Time (Annelise)”

Appears on Reckoning (1984) | 251 votes

80. “Ignoreland”

82. “Bittersweet Me”

85. “Bad Day”

Single; appears on In Time: The Best of R.E.M. 1988-2003 (2003) | 216 votes

86. “Let Me In” (TIE)

Appears on Monster (1994) | 208 votes

B-side of “Driver 8” (1985) | 207 votes

Appears on Reckoning (1984) | 204 votes

90. “Monty Got a Raw Deal”

Appears on Automatic for the People (1992) | 197 votes

91. “Auctioneer (Another Engine)” (TIE)

Appears on Fables of the Reconstruction (1985) | 194 votes

91. “I Remember California” (TIE)

Appears on Green (1988) | 194 votes

Single; appears on Monster (1994) | 194 votes

97. “We Walk”

98. “Pale Blue Eyes”

B-side of “So. Central Rain” (1984) | 185 votes

Single; appears on Reveal (2001) | 166 votes

101. “Second Guessing”

Appears on Reckoning (1984) | 164 votes

102. “Voice of Harold”

B-side of “So. Central Rain” (1984) | 163 votes

103. “Living Well is the Best Revenge”

Appears on Accelerate (2008) | 162 votes

104. “Little America”

109. “Supernatural Superserious”

Single; appears on Accelerate (2008) | 140 votes

110. “West of the Fields”

Appears on Murmur (1983) | 139 votes

113. “Fretless”

Appears on “Until the End of the World” soundtrack (1991) | 126 votes

114. “Bandwagon”

B-side of “Can’t Get There From Here” (1985) | 164 votes

115. “I Don’t Sleep, I Dream”

Appears on Monster (1994) | 124 votes

116. “So Fast, So Numb”

117. “First We Take Manhattan”

Appears on I’m Your Fan: The Songs of Leonard Cohen (1991) | 118 votes

118. “There She Goes Again”

B-side of “Radio Free Europe” (1983) | 115 votes

Appears on Green (1988) | 112 votes

121. “King of the Road”

B-side of “So. Central Rain” (1984) | 112 votes

123. “Lightnin’ Hopkins”

Appears on Document (1987) | 109 votes

Appears on Fables of the Reconstruction (1985) | 106 votes

125. “The Wake-Up Bomb”

127. “Femme Fatale” (TIE)

B-side of “Superman” (1986) | 90 votes

127. “I’ll Take the Rain” (TIE)

Single; appears on Reveal (2001) | 90 votes

129. “Love is All Around” (TIE)

Appears on “I Shot Andy Warhol” soundtrack (1996) | 87 votes

129. “Toys in the Attic” (TIE)

B-side of “Fall on Me” (1985) | 87 votes

131. “Stumble”

133. “Photograph” (with Natalie Merchant)

134. “I Took Your Name” (TIE)

Appears on Monster (1994) | 76 votes

134. “Uberlin” (TIE)

136. “Fireplace” (TIE)

Appears on Document (1987) | 73 votes

136. “The Lion Sleeps Tonight” (TIE)

B-side of “The Sidewinder Sleeps Tonite” (1993) | 73 votes

139. “Undertow”

Appears on Beat the Retreat: Songs by Richard Thompson (1994) | 64 votes

143. “Romance”

Appears on “Made in Heaven” soundtrack (1987) | 63 votes

144. “Sad Professor”

Appears on Up (1998) | 61 votes

145. “Academy Fight Song” (TIE)

Appears on 1989 fan club single | 59 votes

145. “We All Go Back to Where We Belong” (TIE)

Appears on Part Lies, Part Heart, Part Truth, Part Garbage 1982-2011 (2011) | 59 votes

147. “Underneath the Bunker”

Appears on Monster (1994) | 57 votes

148. “Falls to Climb” (TIE)

Appears on Up (1998) | 57 votes

150. “All the Right Friends”

Appears on “Vanilla Sky” soundtrack (2001) | 56 votes

151. “The Lifting”

Appears on Reveal (2001) | 55 votes

152. “Binky the Doormat” (TIE)

152. “Burning Down” (TIE)

B-side of “Wendell Gee” (1985) | 54 votes

152. “I’ve Been High” (TIE)

Appears on Reveal (2001) | 54 votes

155. “Accelerate” (TIE)

Appears on Accelerate (2008) | 53 votes

155. “It Happened Today” (TIE)

Single; appears on Collapse Into Now (2011) | 53 votes

155. “Oh My Heart” (TIE)

Single; appears on Collapse Into Now (2011) | 53 votes

Single; appears on Accelerate (2008) | 49 votes

159. “Hollow Man”

Single; appears on Accelerate (2008) | 47 votes

Appears on “Bachelor Party” soundtrack (1984) | 46 votes

161. “Electron Blue” (TIE)

161. “Hope” (TIE)

164. “She Just Wants to Be”

Appears on Reveal (2001) | 41 votes

167. “Until the Day is Done”

Single; appears on Accelerate (2008) | 37 votes

168. “Alligator_Aviator_Autopilot_Antimatter” (TIE)

Appears on Collapse Into Now (2011) | 36 votes

170. “Burning Hell”

B-side of “Can’t Get There From Here” (1985) | 35 votes

171. “Departure”

172. “Discoverer”

173. “Suspicion” (TIE)

Appears on Up (1998) | 31 votes

173. “Walter’s Theme” (TIE)

B-side of “So. Central Rain” (1984) | 31 votes

175. “It’s a Free World, Baby” (TIE)

Appears on “Coneheads” soundtrack (1993) | 30 votes

175. “Low Desert” (TIE)

177. “Diminished” (TIE)

179. “Dark Globe”

B-side of “Orange Crush” (1988) | 28 votes

180. “Animal”

Single; appears on In Time: The Best of R.E.M. 1988-2003 (2003) | 27 votes

181. “New Orleans Instrumental No. 1”

Appears on Automatic for the People (1992) | 26 votes

181. “Arms of Love” (TIE)

B-side of “Man on the Moon” (1992) | 26 votes

181. “The Ascent of Man” (TIE)

Appears on Around the Sun (2004) | 26 votes

181. “I Walked with a Zombie” (TIE)

Appears on “Where the Pyramid Meets the Eye: A Tribute to Roky Erickson (1990) | 26 votes

181. “White Tornado” (TIE)

B-side of “Superman” (1986) | 26 votes

181. “You’re in the Air” (TIE)

Appears on Up (1998) | 26 votes

Appears on Around the Sun (2004) | 25votes

189. “Aftermath” (TIE)

Single; appears on Around the Sun (2004) | 23 votes

189. “I’m Gonna DJ” (TIE)

Appears on Accelerate (2008) | 23 votes

191. “#9 Dream” (TIE)

Appears on Instant Karma: The Amnesty International Campaign to Save Darfur (2007) | 22 votes

191. “Around the Sun” (TIE)

Appears on Around the Sun (2008) | 22 votes

191. “Hallelujah” (TIE)

Appears on Part Lies, Part Heart, Part Truth, Part Garbage 1982-2011 (2011) | 22 votes

194. “Draggin’ the Line” (TIE)

Appears on “Austin Powers: The Spy Who Shagged Me” soundtrack (1999) | 21 votes

194. “Ghost Rider” (TIE)

B-side of “Orange Crush” (1988) | 21 votes

194. “Houston” (TIE)

197. “Blue” (TIE)

197. “Disappear” (TIE)

Appears on Reveal (2001) | 20 votes

Appears on Collapse Into Now (2011) | 20 votes

197. “Airportman” (TIE)

201. “Chorus and the Ring” (TIE)

Appears on Reveal (2001) | 19 votes

Appears on Around the Sun (2004) | 19 votes

201. “Horse to Water” (TIE)

Appears on Accelerate (2008) | 19 votes

201. “Revolution” (TIE)

Appears on “Batman & Robin” soundtrack (1997) | 19 votes

201. “See No Evil” (TIE)

Appears on 1988 fan club single | 19 votes

201. “Walk it Back” (TIE)

Appears on Collapse Into Now (2011) | 19 votes

207. “Every Day Is Yours to Win” (TIE)

Appears on Collapse Into Now (2011) | 18 votes

210. “Wicked Game”

Appears on 1995 fan club single | 16 votes

211. “Mine Smell Like Honey” (TIE)

Single; appears on Collapse Into Now (2011) | 15 votes

214. “Rotary Ten” (TIE)

B-side of “Fall On Me” (1986) | 14 votes

214. “Wanderlust” (TIE)

Appears on Around the Sun (2004) | 14 votes

216. “I Wanted to Be Wrong” (TIE)

216. “Where’s Captain Kirk?” (TIE)

Appears on 1992 fan club single | 13 votes

218. “After Hours” (TIE)

B-side of “Losing My Religion” (1991) | 12 votes

218. “All the Best” (TIE)

Appears on Collapse Into Now (2011) | 12 votes

218. “Christmas (Baby Please Come Home)” (TIE)

Appears on 2010 fan club single | 12 votes

218. “New Orleans Instrumental No. 2” (TIE)

B-side to “Man on the Moon” (1992) | 12 votes

218. “Permanent Vacation” (TIE)

223. “The Worst Joke Ever” (TIE)

Appears on Around the Sun (2004) | 11 votes

Appears on Bucketfull of Brains magazine flexidisc (1985) | 11 votes

B-side of “The One I Love” (1987) | 10 votes

225. “Memphis Train Blues” (TIE)

B-side of “Stand” (1989) | 10 votes

227. “Sing for the Submarine”

Appears on Accelerate (2008) | 9 votes

228. “High Speed Train” (TIE)

228. “Out in the Country” (TIE)

B-side of “Bad Day” (2003) | 8 votes

228. “Sex Bomb” (TIE)

Appears on 1994 fan club single | 8 votes

231. “Chance (Dub)” (TIE)

B-side of “Everybody Hurts” (1993) | 7 votes

231. “Good King Wencelas” (TIE)

Appears on 1989 fan club single | 7 votes

231. “Make It All Okay” (TIE)

Appears on Around the Sun (2004) | 7 votes

231. “Summertime” (TIE)

Appears on 1990 fan club single | 7 votes

231. “That Someone Is You” (TIE)

Appears on Collapse Into Now (2011) | 7 votes

236. “165 Hillcrest” (TIE)

B-side of “All the Way to Reno (You’re Gonna Be a Star)” (2001) | 6 votes

236. “Christmas Time (Is Here Again)” (TIE)

Appears on 2000 fan club single | 6 votes

236. “Indian Summer” (TIE)

B-side of “Hollow Man” (2008) | 6 votes

236. “Mandolin Strum” (TIE)

B-side of “Everybody Hurts” (1993) | 6 votes

236. “Red Head Walking” (TIE)

Appears on Accelerate: Deluxe Edition (2008) | 6 votes

236. “Smokin’ in the Boys Room” (TIE)

Appears on MTV’s “The Cutting Edge” (1984) | 6 votes

236. “Summer Turns High” (TIE)

Appears on Reveal (2001) | 6 votes

236. “Winged Mammal Theme” (TIE)

B-side of “Drive” (1992) | 6 votes

243. “Christmas Griping” (TIE)

Appears on 1991 fan club single | 5 votes

243. “Favorite Writer” (TIE)

B-side of “Bad Day” (203) | 5 votes

243. “I Will Survive” (TIE)

Appears on 1996 fan club single | 5 votes

243. “Sponge” (TIE)

Appears on Sweet Relief II: Gravity of the Situation (1996) | 5 votes

243. “Tired of Singing Trouble” (TIE)

Appears on Lifes Rich Pageant: IRS Vintage Years (1993) | 5 votes

250. “Baby Baby” (TIE)

Appears on 1991 fan club single | 4 votes

250. “Forty Second Song” (TIE)

B-side of “Shiny Happy People” (1991) | 4 votes

250. “Ghost Reindeer in the Sky” (TIE)

Appears on 1990 fan club single | 4 votes

250. “Magnetic North” (TIE)

Appears on 2007 fan club single | 4 votes

254. “Christmas in Tunisia” (TIE)

Appears on 1994 fan club single | 3 votes

254. “Christmas Time is Here” (TIE)

Appears on 1993 fan club single | 3 votes

254. “Emphysema” (TIE)

B-side of “Daysleeper” (1998) | 3 votes

254. “Funtime” (TIE)

B-side of “Get Up” (1989) | 3 votes

254. “Hastings and Main” (TIE)

Appears on 2000 fan club single | 3 votes

254. “Living Well Jesus Dog” (TIE)

B-side of “Man-Sized Wreath” (2008) | 3 votes

254. “No Matter What” (TIE)

Appears on 2002 fanclub single | 3 votes

254. “Santa Baby” (TIE)

Appears on 2009 fan club single | 3 votes

B-side of “Man on the Moon” (1993) | 2 votes

262. “Java” (TIE)

Appears on 1995 fan club single | 2 votes

262. “Live for Today” (TIE)

Appears on 1997 fan club single | 2 votes

262. “Rotary Eleven” (TIE)

B-side of “Losing My Religion” (1991) | 2 votes

262. “Yellow River” (TIE)

B-side of “All the Way to Reno (You’re Gonna Be a Star)” (2001) | 2 votes

267. “32 Chord Song” (TIE)

B-side of “I’ll Take the Rain” (2001) | 1 vote

267. “A Month of Saturdays” (TIE)

Appears on Part Lies, Part Heart, Part Truth, Part Garbage (2011) | 1 vote

267. “Adagio” (TIE)

B-side of “Bad Day” (2003) | 1 vote

267. “Airliner” (TIE)

Appears on Accelerate: Deluxe Edition (2008) | 1 vote

267. “Jesus Christ” (TIE)

Appears on 2002 fan club single | 1 vote

267. “Only in America” (TIE)

Appears on 1996 fan club single | 1 vote

B-side of “The Sidewinder Sleeps Tonite” (1993) | 1 vote

267. “Silver Bells” (TIE)

Appears on 1993 fan club single | 1 vote

267. “Surfing the Ganges” (TIE)

B-side of “Lotus” (1998) | 1 vote

267. “Take Seven” (TIE)

Appears on 2000 fan club single | 1 vote

277. “2JN” (TIE)

B-side of “Imitation of Life” (2001) | 0 votes

277. “Crazy Like a Fox” (TIE)

Appears on 2009 fan club single | 0 votes

277. “Nola-4/26/2010” (TIE)

B-side of “Oh My Heart” (2011) | 0 votes

277. “Parade of the Wooden Soldiers” (TIE)

Appears on 1988 fan club single | 0 votes

277. “Toyland” (TIE)

Appears on 1992 fan club single | 0 votes

277. “Tricycle” (TIE)

B-side of “E-Bow the Letter” (1996) | 0 votes

This content was originally published here.