Bibliographic record
Abstract
24 photographs of iconic images and scenes from Los Angeles (mostly), California, 1997-2006. Included are cityscape of downtown (1997 -- 2 copies of 1 image, two different color corrections), boutiques along the 7,000 block of Melrose Avenue (1997), window shopping (2003 January 29), California/US route 66 sign (2003 March 9), flowers on the rocky cliffs overlooking the Pacific coast (2004 May 26), pier on the Pacific coast (2005 February 6), looking up a palm tree (2005 March 26), public pay binoculars on the pier (2005 March 9 -- 2 copies of 1 image, one black and white, the other color), a group of people posting below the Hollywood sign (2005 April 10 -- 3 copies of 1 image, two different color corrections and one black and white), Cathay House in Chinatown in San Francisco (2005 December 31), Sunset Boulevard and Beverly Drive intersection street signpost in Beverly Hills (2006 January 31 -- 2 copies of 1 image, one color, one black and white), two surfers walking on the beach (2006 February 20 -- 2 copies of 1 image, one color, one black and white), Hollywood Bowl (2006 April 7), Hollywood and Highland Center (2006 April 7), Walt Disney Concert Hall (2006 April 13), hikers on a log bridge over a forest stream (2006 May 12), Getty Villa on Pacific Coast Highway in Pacific Palisades (2006 May 17), and Rodeo Drive and Wilshire Boulevard intersection street signpost in Beverly Hills (2006 May 17).
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.207 | 0.052 |
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".