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
Carnitine palmitoyltransferase-1A (CPT-1A) deficiency is a defect of fatty acid metabolism that presents as an autosomal recessive inheritance. Carnitine palmitoyltransferase-1A is the rate-limiting enzyme that allows the body to process fats to provide energy during times of fasting and illness. Patients usually present between birth and 18 months of age following an illness with various symptoms including hypoketotic hypoglycemia, lethargy, and seizures. Diagnosis can be achieved through newborn metabolic screening. Long-term treatment is managed through dietary management. A milder form has been found to occur at a much higher incidence in the Inuit population. Since the recent discovery of CPT-1A deficiency, much is yet to be learned. Researchers are busy identifying and studying groups of people who are presenting with CPT-1A deficiency at significantly higher rates than the general population. This research will lead to a better understanding and future care of individuals diagnosed with CPT-1A deficiency.
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 | 0.000 | 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 it