Bibliographic record
Abstract
The American Board of Anesthesiology (ABA) will administer examinations for recertification in the subspecialties of critical care medicine and pain medicine from October 30 to November 13, 2010 (except Sundays). The examinations will be administered via computer at more than 300 Prometric®, a part of the Thomson Corporation, Testing Centers located throughout the United States, Canada, and the U.S. Territories. The ABA will mail scheduling permits to candidates approximately three months prior to the exam.Physicians previously certified in critical care medicine or pain medicine by the ABA may apply to recertify in the subspecialty. After February 1, 2010, applicants may use the ABA Web site (www.theABA.org) to submit their application for a subspecialty recertification examination electronically. The standard application deadline is March 31, 2010. The ABA will consider late applications received by April 15, 2010. Applications received after the late deadline will not be considered. The ABA will make a decision about an applicant’s qualifications for subspecialty examination by May 15, 2010.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.138 | 0.097 |
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 source (direct Gemma or distilled Codex), 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".