Bibliographic record
Abstract
A three-year-old boy presented to the endocrinology clinic at the Children's Hospital of Western Ontario (London, Ontario) with an eight-month history of progressive polydipsia and polyuria. His symptoms became obvious to his family during a recent summer vacation at Disney World (Orlando, USA), where he drank 6 L of water per day and voided every 20 min. He frequently woke up overnight to ask for water and soaked multiple diapers. There was no history of headache, fever, weight loss, fatigue, fractures or extremity pain. He had a history of seborrheic scalp dermatitis since birth, which was unresponsive to treatment with topical steroids. He also had recurrent otitis media requiring myringotomy tubes, and recurrent otitis externa. His family history was unremarkable. On physical examination, his height and weight were measured at the 40th and 5th percentiles, respectively. His vital signs were normal. His head and neck examinations revealed multiple discrete, superficial, yellow scaly lesions with surrounding erythema on his scalp and left-sided ptosis; fundoscopy was normal. There was mild, shotty lymphadenopathy of the cervical and inguinal regions with no associated hepatosplenomegaly.
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 | 0.001 | 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 | 0.001 |
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".