Bibliographic record
Abstract
A strip map showing the route from Los Angeles to Turnbull Canyon, issued by the Automobile Association of Southern California, 1344 South Figueroa Street, Los Angeles, California, USA, circa 1920. The artifact shows a round-trip from the company's headquarters at Pico and Figueroa streets, through downtown and leading into the San Gabriel Valley along Mission and El Monte roads (this latter now being Valley Boulevard) Mile markers are given occasionally, and at the 21.5 mark is where Turnbull Canyon and Valley meet, near the Homestead. The route then turns south and ascends the Puente Hills, leading down to downtown Whittier and across to Whittier Blvd. Becoming Stephenson Ave. in East Los Angeles (this is now Whittier Blvd.), a slight jog at Boyle Avenue in Boyle Heights leads to Seventh Street and back into downtown Los Angeles and AAA headquarters. Mileage indicators are for both legs of the trip, so that circled markers are for the route via Whittier and uncircled markers are for the route via El Monte. There are some indications of surveyed areas, some community and city names, a scale of miles at the bottom right, and the title of the map at the bottom left, within a border. A bordered box at the right of center indicates the map was issued by the AAA's "Touring Bureau Route and Map Service." At the left margin is the notation that red and blue streets indicate paved and unpaved roads, respectively, but there are no such marks. The number "93" is at the right margin, indicating, probably, an identification number. On the back is a notice of contracted garages, which are five in number in Alhambra, El Monte, and Whitter. With minor creases and dents at the corner, slight discoloration and minor foxing, the object is in good condition.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.006 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.326 | 0.349 |
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".