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
The Department of Urology in the Lahey Clinic has a considerable reputation in the treatment of renovascular conditions, and this month they have produced a review of renal autotransplantation. This interesting, if infrequently used, surgical technique is potentially useful to urologists in several different situations. Intermittent androgen suppression was introduced based on solid laboratory evidence, and has been accepted by many as a way of treating advanced prostate cancer. The authors from Vancouver, from the department where it was introduced, present a review on its use. Laser prostatectomy has gone through interesting developments since it was introduced some years ago. Many techniques and types of laser have come and gone, after initial excitement, but some have lasted the course. The author from New York, who has extensive experience in this area, has written an interesting review on the subject. The work of the Department of Urology in Bern relating to ileal orthotopic bladder substitution is well known, and their technique has been presented in last month's Surgery Illustrated Section in this Journal. Here they present a review of the postoperative management of such patients.
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 | 0.000 | 0.000 |
| 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) | 0.000 | 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