Bibliographic record
Abstract
A 38-year-old male presented to the emergency department with severe acute-on-chronic abdominal pain. For the previous 20 years, he had experienced daily sharp epigastric pain with generalization to the entire abdomen. The pain typically began late in the morning and could last from hours to days. It was associated with nausea, vomiting, diaphoresis, and occasionally fever, diarrhea, and fatty or bloody bowel movements. These symptoms were not associated with food consumption. Over the previous five years, the patient had lost over 20 kg in weight and had noticed a marked decline in his performance at work and in the quality of his leisure time. He found symptom relief by smoking rolled marijuana cigarettes (“joints”), which he had been using three times per day since his teens. His pain crises were alleviated only with soaking in a tub of “scalding hot” bath water which he drew up ritualistically every morning. The patient’s symptoms had previously been investigated by his family physician, who suspected acute intermittent porphyria (AIP), but it is unclear what medical diagnostics had been performed. Quetiapine (50 mg qhs) had been prescribed and started one year prior to presentation, but during a review of systems, the patient denied having had any psychiatric symptoms. His medical history was significant only for smoking and lactose intolerance. Review of systems and family history were negative for autoimmune, infectious, malignant, or inflammatory bowel disease. When questioned as to why he chose to come to the emergency department just then, the patient replied that his family physician had suggested that he present during one of the more severe pain crises in order to allow laboratory work-up to confirm the diagnosis of AIP. At the time of presentation, the patient had been ill for the previous four days. On examination, the patient was febrile (38.6 o C), hypertensive (195/113), and markedly dehydrated. He was of thin habitus and had normal results on cardiorespiratory examination. His abdomen was nondistended but diffusely tender. Abdominal rigidity with guarding was noted by the emergency physician but was absent on reassessment by internal medicine. The patient’s laboratory investigation results were consistent with a stress response and dehydration, including hemoglobin = 193 g/L, white blood cell count = 20 × 109 g/L, creatinine = 164 µmol/L, and lactate = 2.7 mmol/L. Liver enzymes and the results of tests of hepatic synthesis were normal. Urine porphobilinogen at the time of crisis was negative for AIP. Upon a review of the literature, a diagnosis of cannabinoid hyperemesis syndrome was made. To rule out other organic etiologies, the patient underwent abdominal computed tomography, which was unremarkable. Upper gastrointestinal endoscopy with gastric biopsies revealed no pathology.
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 | 0.001 |
| 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 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".