Bibliographic record
Abstract
A five-year-old previously healthy girl presented to the emergency department with a six-day history of sore throat and fever. She was seen by a family physician two days into the illness, and was found to have exudative pharyngitis. She was empirically started on amoxicillin. A throat swab was performed at the visit and was positive for group A streptococcus. Despite antibiotic treatment, she had increasing hoarseness, dysphagia, and an increasing fever trend. She denied any neck pain, shortness of breath or abdominal pain. On examination the patient did not appear toxic or in distress, although she was mouth breathing and spoke with a muffled voice. Her temperature was 39.2°C, heart rate was 130 beats/min, blood pressure was 109/67 mmHg, respiratory rate was 30 breaths/min and oxygen saturation was 98% in room air. Her tonsils were symmetrically enlarged with exudate. The uvula was not deviated. She was not drooling and her neck was supple. She had anterior and posterior cervical lymphadenopathy. The abdomen was nontender, and there was no hepatic or splenic enlargement. There was no rash.
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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.008 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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".