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
Cerebral palsy remains a significant cause of perinatal morbidity in medically developed countries. Human epidemiologic data suggest a relationship between cerebral palsy and chorioamnionitis mediated by proinflammatory cytokines. This association has been confirmed by experimental data from human and animal research that demonstrate an increase in cytokine levels in the amniotic fluid of cases of white matter damage. Recent evidence suggests this damage is the result of a fetal inflammatory response initiated in response to placental inflammation. The strong association between cerebral palsy and chorioamnionitis warrants additional investigation into the mechanisms by which white matter damage is initiated and into possible neuroprotective treatments to prevent the development of cerebral palsy. Target Audience: Obstetrics & Gynecologists, Family Physicians Learning Objectives: After completion of this article, the reader will be able to list the risk factors associated with the development of cerebral palsy and describe the potential etiology of cerebral palsy.
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 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it