Bibliographic record
Abstract
Section Editor Howard N. Winfield, M.D. West Alabama Urology Associates Tuscaloosa, Alabama Laparoscopy Howard N. Winfield, M.D. West Alabama Urology Associates Tuscaloosa, Alabama Tadashi Matsuda, M.D. Kansai Medical University Osaka, Japan Ureteroscopy Michael J. Conlin, M.D. Oregon Health and Science University Portland, Oregon Francis X. Keeley, Jr., M.D. British Urological Institute Bristol, United Kingdom Percutaneous Surgery Robert Marcovich, M.D. University of Texas San Antonio, Texas Michael Y.C. Wong, MBBS Singapore Urology and Fertility Centre Singapore Extracorporeal Shock Wave Lithotripsy Geert G. Tailly, M.D. AZ Klina Brasschaat, Belgium Ryan F. Paterson, M.D. University of British Columbia Vancouver, Canada Transurethral Procedures Alexis E. Te, M.D. Cornell University New York, New York Anup Patel, M.D. Imperial School of Medicine London, United Kingdom Medical Aspects of Endourology Dean G. Assimos, M.D. Wake Forest University Winston-Salem, North Carolina Hans-Göran Tiselius, M.D., Ph.D. Karolinska University Hospital Stockholm, Sweden Investigative Endourology David A. Duchene, M.D. University of Kansas Medical Center Kansas City, Kansas Maurice S. Michel, M.D., Ph.D. University Hospital Mannheim Mannheim, Germany Robotics David I. Lee, M.D. Penn Presbyterian Medical Center Philadelphia, Pennsylvania Ashok K. Hemal, M.S., M.Ch. Wake Forest University Winston-Salem, North Carolina Thermal/Ablative Technology Surena F. Matin, M.D. M.D. Anderson Cancer Center Houston, Texas Osamu Ukimura, M.D., Ph.D. Kyoto Prefectural University of Medicine Kyoto, Japan
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.
How this classification was reachedexpand
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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".