Bibliographic record
Abstract
Afive-month-old term male infant was referred by his family doctor for evaluation of a vesicular rash. The mother first noticed several clusters of vesicles on the baby’s chest five days before presentation. In the subsequent four days, new adjacent vesicles erupted on the chest with clear discharge. He had slightly decreased appetite but normal voiding and stools, with no accompanying fever. A review of the infant’s systems was otherwise unremarkable. The baby was born to a 32-year-old Pakistani-Canadian woman who remained in Pakistan during her pregnancy. Antenatal screening for HIV, hepatitis B and syphilis was negative, and a rubella immunoglobulin G test was positive. The baby was born at 39 weeks’ gestational age by spontaneous vaginal delivery with no perinatal complications. The birth weight was 3.2 kg and the baby was discharged home on the second day of life with a normal physical examination. He had received his two- and four-month routine immunizations uneventfully. There was no family history of immunodeficiency or recurrent infections. A physical examination revealed a thriving, afebrile and well-appearing infant. Multiple crops of vesicles on an erythematous base were present on both the anterior and posterior right hemithorax (Figure 1). There were no satellite lesions. One further detail on history suggested the diagnosis. Case 2: Making a diagnosis: Lest we forget the family A n 11-year-old girl was referred to the paediatric gastroenterology service with symptoms of hoarse voice, central chest discomfort with a frequent acidic taste in the mouth, and mild epigastric pain. An assessment by an otolaryngologist revealed congestion and small nodules on her vocal cords. A diagnosis of gastroesophageal reflux disease (GERD) had been entertained. The patient was otherwise well without any vomiting, dysphagia, alteration in stool pattern or weight loss. Her history was unremarkable, with normal growth and development. During history taking in the outpatient clinic, it was inquired as to whether anyone else in the family had similar problems. The mother reported that her husband had severe, chronic GERD requiring a fundoplication. The physical examination of the patient was normal. She was prescribed ranitidine and a follow-up was arranged. When the patient was seen two months later, there was little improvement in her symptoms. A trial of omeprazole was initiated. A lack of response led to an increase in the dose of the medication, but that was also of no avail. An upper gastrointestinal endoscopy was performed to look for reflux esophagitis or eosinophilic esophagitis. On endoscopy, the esophagus and stomach appeared normal. Inspection of the duodenum revealed the unexpected diagnosis. CliniCian’s Corner
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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) | 0.000 | 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".