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
BACKGROUND: There is disturbing evidence of escalating chronic disease among children--a phenomenon that is extracting a heavy toll from individuals, families, and health-care systems. METHODS: This review was prepared by assessing medical and scientific literature available from Medline, as well as by reviewing numerous books, conference proceedings, and government publications. RESULTS: Knowledge translation in medical science, the process whereby new research is incorporated into clinical practice, remains lethargic. Nutritional and environmental factors have recently been recognized as common determinants of modern illness, and various diagnostic techniques in molecular medicine are now available to facilitate diagnosis of disease etiology. CONCLUSIONS: A re-evaluation of the current pediatric clinical paradigm is required in light of emerging research from fields such as epigenetics, molecular medicine and environmental health. Education about these branches of medical science should be integrated into pediatric medical education, and important research information from these disciplines should be incorporated into public health care and clinical practice relating to children.
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