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
( Can J Anaesth. 2016 ;63(9):1075–1097) Failure of timely diagnosis and treatment of hypertensive disorders of pregnancy (HDP) contributes significantly to maternal and neonatal morbidities such as neurological complications, pulmonary edema, postpartum hemorrhage; neonatal respiratory and neurological complications and stillbirth. HDP affects 3% to 8% of all pregnancies and special attention to its diagnosis and treatment is needed to curb maternal and neonatal mortality and morbidity. Hypertension without proteinuria, as well as preexisting hypertension, has been occurring more frequently, specifically in older pregnant women. In Canada, the maternal and infant mortality rates have been controlled with improved medical care to women. The Society of Obstetricians and Gynaecologists of Canada (SOGC) guidelines on the classification, clinical features, laboratory investigations, diagnosis, and care of HDP, which are outlined in this article and emphasize a multidepartmental team including anesthesiologists, enhance the quality of medical care. The guidelines were published in 2008 and revised in 2014.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| 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 it