Bibliographic record
Abstract
A 26 year old Black African woman attended the emergency department at 11 weeks and three days’ gestation into her second pregnancy with persistent daily vomiting over the past five weeks and associated lower abdominal pain. She had been taking paracetamol 1 g four times daily over the past four weeks for ongoing tension-type headaches. Table 1 shows baseline observations and observations taken at her first midwife appointment at 10 weeks. Her body mass index (weight (kg)/(height (m)2)) was 16.9. On examination, she was clinically dehydrated and her mucous membranes were dry. Her abdomen was soft and non-tender and her liver was not palpable. The rest of the clinical examination was unremarkable. The results of urine analysis were within normal range. Blood test results showed deranged liver function (table 2). She had no history of alcohol misuse, recreational drug use, or foreign travel. View this table: Table 1 Observations at first midwife appointment and on presentation at …
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.003 | 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 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".