Bibliographic record
Abstract
A 72-year-old woman presented with a one-week history of fever, non-productive cough, and three unwitnessed syncopal episodes, with no other associated symptoms. She had poor recollection of the episodes, but denied urinary/fecal incontinence, tongue biting, numbness, parasthesias, or weakness. Her medical history was significant for hypertension, dyslipidemia, leg ulcers, psoriasis, stress incontinence, and gastroesophageal reflux disease. She did not have diabetes, coronary artery disease, or peripheral vascular disease. Her medications included Atorvastatin, Enalapril, Hydrochlorothiazide, Lansoprazole, and Calcium. She did not smoke or drink. On examination, her vital signs were stable and she was afebrile. Chest auscultation revealed crackles in the right lower base. She developed an erythematous, lacy sharply demarcated rash on her left hand that lasted for 3–4 hours after her blood pressure was taken on the same arm (Figures 1 and 2). Blood tests were unremarkable and included glucose, complete blood count, electrolytes, urea, creatinine, liver function tests, and coagulation studies.
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 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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".