Bibliographic record
Abstract
The new American College of Obstetricians and Gynecologists' (ACOG) monitoring guidelines introduce a new category of interpretation of fetal heart rate tracings between reassuring and nonreassuring, namely intermediate. The purpose is to reduce unnecessary cesarean deliveries. The legal role of medical guidelines is ambivalent. Providers are expected to be familiar with such guidelines, but also to exercise clinical judgment in their patients' interests. Practice departing from guidelines requires justification, but simple compliance without regard to patients' circumstances may constitute negligence. Some courts defer to medical professional guidelines, but others hold that professional standards are set as a matter of law, not by the profession itself. Unlike conclusions in medical science, which are open to continuing review, courts determine facts in a case only once, at trial. Litigation to compel patients' compliance with medical advice based on guidelines may fail, as may prosecutions, more common in the US, of patients who defy such advice.
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 | 0.052 | 0.279 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.002 |
| Science and technology studies | 0.008 | 0.013 |
| Scholarly communication | 0.009 | 0.008 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.022 | 0.017 |
| Insufficient payload (model declined to judge) | 0.018 | 0.001 |
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".