Bibliographic record
Abstract
Welcome to our 7.3 unthemed issue.In today's health care environment, the one constant we all face is change.How we incorporate these changes into improved quality of care with improved outcomes at a sustainable cost is the challenge.This issue consists of articles that address complex care, chronic pain, prematurity and imaging, accelerometer in children, a systematic review of TBI on family functioning, obesity in Spina Bifida in Canada, along with RMT in Pompe's and a case study.Specifically, Banez et al. describe their positive outcomes from a combined inpatient/day hospital interdisciplinary pain rehabilitation program for children and adolescents with chronic pain and functional disability.While admission for chronic pain in children is rare, the chronic/amplified pain that these children suffer is both disabling physically and psychologically.While not all children in Banez's study responded equally, they did find that an interdisciplinary approach is a successful model for treating this disabling condition.In "Identifying premature infants at high and low risk for motor delays using motor performance testing and magnetic resonance spectroscopy (MRS)," Coker-
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 | 0.009 | 0.080 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".