Bibliographic record
Abstract
f i g u r e s 1. eBay, "eBay Gift Finder," 29 March 2009 14 2. eBay, "eBay," 11 August 2007 15 3. eBay Shop, eBay Live! 2007, Boston 54 4. Susanna Millman, "Photos From eBay Live! 2008 So Far," Chatter, 20 June 2008 54 5. Adesso, "Adesso --> Home," 29 March 2009 92 6. roslynn, "designer original princess wedding dress -size 20nwt," eBay, 13 March 2008 103 7. usflaboy, "New n2n Swimsuit Size Small.Gay games Limited Edition," eBay, 24 May 2007 120 8. hrdmslguy, "new mens n2n swimsuit -no lining -gay interest," eBay, 20 May 2007 122 9. kirkieskorner, "levis skinner low rise jeans shorts 30"W Gay Interest," eBay, 21 May 2007 127 10. thana0, "Mens c-thru wrap boxer brief underwear lingerie gay in?" eBay, 24 May 2007 129 11. fellowes1964, "mens turco swimwear sm blue / gold gay jock last chance," eBay, 21 May 2007 130 12. lastcall75773, "1950's nude 6" X 8" real phot0 lesbian interest-nr," eBay, 27 February 2007 144 13. photogurl, "Women hugging in the snow Lesbian Int *1930s* Photo," eBay, 22 February 2007 145 14. jochen.baeuerle,"affectionate nude girls Vintage 10s rppc Lesbian Int," eBay, 7 April 2006 151 15. tomscoolcollectibles, "Vintage Two Nude Women Grooming Photo, Lesbian Interest," eBay, 4 April 2006 154 16. mosonz, "Vintage Photo Women in Drag Pipes, Canes Lesbian Int," eBay, 14 May 2006 162 17. houseofmirth, "butch women in drag 1910s vintage photo page Lesbian," eBay, 15 May 2006 164 18. bigbobbie, "black americana figure freeman mcfarlin miniature," eBay, 3 February 2007 170 19.mollyester, "Vintage Palm Tree Black Demi Nude Handle Beer Mug Stein," eBay, 28 July 2006 188 20.ggterps, "Old Black baby on chamber pot bank or ash collector," eBay, 3 August 2006 190 21. shopperoasis, "Black Americana Hit Me Hard Carnival Toss Target Game," eBay, 12 December 2006 193 22. annie*boomer, "Handmade Black Americana Folk Art Clay Rag Doll Signed," eBay, 19 December 2006 196 23.attic_wench, "Vintage 40's?Black Folk Art Mammy Toaster Cover Doll," eBay, 18 December 2006 197 24.nail1nh55, "Vintage Black Americana Post Card Adorable Collectible," eBay, 19 December 2006
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.007 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.648 | 0.524 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".