Bibliographic record
Abstract
History A 78-year-old woman presented to a community hospital after an unwitnessed fall at her nursing home. Initial head computed tomography (CT) performed in the emergency department showed vasogenic edema in the right temporal parietal region, which prompted her transfer to our institution for additional work-up. Further history taking revealed recurrent transient motor and sensory transient ischemic attack-like symptoms over the preceding weeks. She denied having a fever or night sweats. There was no history of infection, bleeding, immunodeficiency, intravenous drug use, alcohol or tobacco abuse, malignancy, or genetic disorders. Her medical history included memory impairment and a left posterior cerebral artery territory infarction. She was not known to have any systemic inflammatory disorder. Physical examination findings at presentation were noncontributory. She was not taking any anticoagulants or immunosuppressive medication. Pertinent hematologic laboratory investigations revealed a white blood cell count of 6.7 × 10(9), a C-reactive protein level of 29 mg/L (276.2 nmol/L) (normal value, <10 mg/L [95.2 nmol/L]), and an erythrocyte sedimentation rate of 35 mm per hour (normal value, 0-10 mm per hour). Shortly after this patient was admitted to our institution, she had a generalized tonic-clonic seizure. Magnetic resonance (MR) imaging of the brain was performed the next day.
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 | 0.000 | 0.000 |
| 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 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".