Safe Care for Pediatric Patients: A Scoping Review Across Multiple Health Care Settings
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
Children are particularly vulnerable to patient safety concerns due to pediatric-specific and general health care challenges. This scoping review identifies and describes the vulnerabilities of those aged 0 to 18 years to iatrogenic harm in various health care settings. Six databases were searched from 1991 to 2012. Primary studies were categorized using predetermined groupings. Categories were tallied and descriptive statistics were employed. A total of 388 primary studies exploring interventions that improved patient safety, deficiencies, or errors leading to safety concerns were included. The most common issues were medication (189 studies, 48.7%) and general medical (81 studies, 20.9%) errors. Sixty studies (15.5%) evaluated or described patient safety interventions, 206 studies (53.1%) addressed health care systems and technologies, 17 studies (4.4%) addressed caregiver perspectives and 20 studies (5.2%) discussed analytic models for patient safety. Further work is needed to ensure consistency of definitions in patient safety research to facilitate comparison and collation of results.
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 | 0.005 | 0.048 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.006 | 0.002 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 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