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
Fish bone ingestion is relatively common, however, resultant perforation of the small bowel is fortunately rare. We present a case of a 48-year-old gentleman who attended our emergency department complaining of severe, unrelenting right lower abdominal pain for the preceding five hours. CT scanning suggested a perforated appendix however at operation the appendix was normal. Several loops of small bowel walling off an inter-loop abscess and a fishbone were discovered in the washout fluid. A diagnosis of small bowel fish bone perforation was made intra-operatively and the patient subsequently made a full recovery without the need for bowel resection. We present this as a rare case of small bowel perforation by a fish bone where the site of perforation was unidentifiable but was treated successfully without the need for bowel resection. J Med Cases. 2011;2(6):296-299 doi: https://doi.org/10.4021/jmc151w
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| 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 | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 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