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
This study is yet another high-quality, well-designed, and robust (N = 200) randomized clinical trial from a group of investigators who are well recognized for their contributions to evidence-based medicine in the field of orthopaedics. There has been increasing interest in the primary fixation of displaced midshaft fractures of the clavicle since the landmark article by Hill et al., published in 1997, describing a high rate of dissatisfaction following the nonoperative treatment of these injuries1. In the current study, Robinson et al. randomized such individuals to primary plate fixation or a collar and cuff for three weeks. The study design and the inclusion/exclusion criteria (with the study group comprising active healthy patients sixteen to sixty years of age with completely displaced fractures) are nearly identical to those in a number of other recent randomized clinical trials, most of which concluded that primary operative fixation was beneficial for patients2-5. The reader may be justifiably confused by Robinson and colleagues’ conclusion that their results do not support primary plate fixation for these injuries. However, in my opinion, the results of these studies are very similar and complementary, not contradictory, and some clear …
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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