Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
General health as well as disease- or condition-specific outcome measures have long been used to assess patients with shoulder conditions. Currently, a variety of validated measures is available. Shoulder outcomes measures may be general (eg, American Shoulder and Elbow Surgeons; Constant; Disabilities of the Arm, Shoulder, and Hand), disease-specific (eg, Rotator Cuff Quality of Life, Western Ontario Rotator Cuff Index), or condition-specific (eg, Oxford Shoulder Instability Questionnaire). The results of shoulder arthroplasty and arthritis treatment can be assessed with the Hospital for Special Surgery score and the validated Western Ontario Osteoarthritis of the Shoulder Index. Combining a general health outcome measure, a general shoulder measure, a disease- or condition-specific shoulder measure, and an activity measure allows for broad patient assessment.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.005 | 0.005 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 it