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
<p>Research in the last two decades has revealed the complex nature of pain and has thereby improved the understanding, treatment, and management of pediatric pain by health care practitioners. However, a significant gap between knowledge and practice still exists. Pediatric pain remains under-managed. Several themes emerged in this literature review as factors influencing adequate pain management. These include: outdated beliefs about pain management; inconsistent use of evidence-based interventions; difficulties assessing children’s pain; and the role of the values and beliefs of caregivers and practitioners. The literature indicates a high risk of deleterious consequences of under-managed pediatric pain, linking early health care experiences to later health-seeking behaviours. Implications for practice are considerable. Recommendations include: an individualized “3-P” approach combining pharmacologic, physical and psychological strategies; collaborative approaches eliciting expertise from caregivers and health care professionals across multiple disciplines; and utilizing interventions before, during, and after procedures. <strong></strong></p>
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 | 0.001 |
| 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