KNOWN AGE AND SEX SAMPLES FROM THE TERRY AND SPITALFIELDS COLLECTIONS
Bibliographic record
Abstract
Under the Direction of Frank L’Engle Williams Arthritis is one of the most common manifestations of aging and is the single largest cause of disability in the UK, US, Australia, and Canada among people age 30 years and older. Osteoarthritis of appendicular joint surfaces exhibits alterations of bony tissue in and around the joint surface. The degree to which osteoarthritis of articular surfaces occurs as a function of age and sex can be resolved with cemetery populations of known individuals, such as the Terry (19-20 th century) and Spitalfields (17-18 th century) collections upon which I report (n = 322; 162 males and 160 females). Using the five point scoring system 0-4 of lipping from the Chicago Standards Guide I askwhether (1) age has an influence on the accumulation of OA; (2) sex differences are present in patterns of OA; and (3) population origin is responsible for explaining intensity
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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".