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
A vasectomy is the contraceptive method of choice for 7% of American couples. With more than 500,000 vasectomies performed yearly in the United States, it is a procedure that is shared by several fields of medicine. The variety of techniques, their successes and their complication rates make the vasectomy anything but a basic procedure. Considering this, the common goal of a vasectomy is male sterilization. The vasectomy reversal is a highly specialized procedure that requires considerable microsurgical training. There are several preoperative, intraoperative and postoperative decisions that may affect the overall success of the procedure and the main goal, which is pregnancy. Urologists may find themselves at either end of the fertility spectrum. The present review discusses the vasectomy procedure, surgical techniques and how to manage the outcomes. In addition, vasectomy reversal and its increasing success in the era of intracytoplasmic sperm injection are discussed.
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 | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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