Football -- University of Southern California versus Oregon, 1957
Bibliographic record
Abstract
24 images. Football -- University of Southern California versus Oregon, 16 November 1957. "Sports". (Sleeve reads: SP 12284).; Caption slip reads: "Photographer: Monteverde. Date: 11-16. Assignment: SC vs Oregon. 1st quarter -- 48: 16 SC hit by 83 & 72. 47: #20 SC hit by 74, etc. 28: 83 Trojans almost completes... ball dropped. 2nd quarter -- 29: SC fumble recovered by 18 Oregon. 39: Oregon kick blocked by 82 SC but SC off sides. 96: #40, 8 yds. 97: #25 Oregon, 4 yds on 20. 3: Oregon 2nd TD.4: SC # 15 fumbles after whistle on 45. 3rd quarter -- 45: #43, 4 yds. 4th quarter -- 46: SC TD".; Other caption slip reads: "Photographer: Jensen. Assignment: USC vs Oregon. 2nd quater -- J-11: Pass to 83 SC to 18 yd. line. J-12: SC blocks kick behind goal line then SC penalized 5 yds. J-13: #40 Oregon 1st down. #14: Pass to #30 broke up by SC over goal line before 3 TD. 3d quarter -- J-40: Pass to 27 but then drop. J-41: Pass to 89 SC, 1st down. 4th quarter -- J-42: Oregon punts. J-43: SC 1st TD".
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 | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.490 | 0.095 |
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".