Rugby -- Australian Wallabies, 1958
Bibliographic record
Abstract
5 images. Rugby -- Australian Wallabies, 24 March 1958. Des Connor; Ron Harvey; Ed Purkins; Jim Lenehan. "Sports". (Sleeve reads: SP 12289).; Caption slip reads: "Photographer: Jensen. Date: 1958-03-24. Assignment: Australian Union Rugby -- Wallabies. 94-95: Des Connor Scrum half dive passing behind Scrum. 54-55: Ron Harvey (back). 72: Ed Purkins (tackling) Jim Lenehan receiving pass".; Supplementary material reads: "From: Vic Kelley, ASUCLA News Bureau, University of California at Los Angeles. Release: Monday, March 24, 1958. The routing Wallabies, the Australian equivalent of an all-America football team, play their only Rugby match in Southern California when they take on UCLA's eager Bruins on Spaulding Field on the Westwood campus tomorrow at 3 p.m. The Wallabies have successfully toured the British Isles, France and Western Canada before coming to California for a four-match series. They will play the Bruins first and then go north to meet California, Stanford and an all-star collegiate squad. The 30 team members, picked by the Australian Rugby Union as the best amateur ruggers in the country, represent every phase of life in the 'Down Under' continent, ranging from graziers, farmers, clerks and students to engineers, lawyers, architects and business executives...".
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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 | 0.002 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.480 | 0.175 |
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".