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 is a one-year clinical fellowship. Upon completion, the fellow will be proficient in assessing and managing simple and complex presentations of incontinence, voiding dysfunction (neurogenic and non-neurogenic), pelvic organ prolapse, male stricture disease, female urologic conditions, and pelvic pain. Time will be spent in the clinic, urodynamics lab, cystoscopy suite, and operating room. Technical skills will include performing and interpreting urodynamic studies (video and non-video), botulinum toxin injection, implantation of prosthetics, pelvic organ prolapse repairs (vaginal and laparoscopic approaches, including hysterectomy), other vaginal surgery (fistula repair, diverticulum excision, removal of vaginal mesh), urethral reconstruction, numerous surgical approaches to incontinence, and cystectomy, including continent and incontinent urinary diversion. Completion and publication of clinical research projects is supported and expected.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.022 | 0.003 |
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