Sudden Death in the Septo-Optic Dysplasia Spectrum
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Septo-optic dysplasia (SOD) is a rare entity in which a variable spectrum of brain abnormalities, classically involving midline structures septum pellucidum (SP) and/or corpus callosum (CC) are associated with optic nerve hypoplasia (ONH) and hypothalamic-pituitary dysfunction. Sudden unexpected death (SUD) in the setting of SOD is recognized but there is a paucity of postmortem studies of this patient population. A retrospective clinicopathological analysis of seven autopsy cases of pediatric patients (ages: ten weeks to 17 years) with SOD was performed. Six patients were found vital signs absent at home. The seventh child was admitted to the hospital in shock, and died after being maintained on life support for 16 days. At autopsy, in all cases there were central nervous system (CNS) abnormalities and stigmata of panhypopituitarism (PHP), confirming the underlying diagnosis of SOD. Infectious or other acute pathological processes to account for sudden death were not identified. Forensic pathologists need to be aware of SOD because it predisposes to SUD and an appreciation of the underlying neuroendocrine complexities of the disorder is required for proper death certification.
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.
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) | 0.001 | 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 | 0.001 | 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 it