A Quality Assessment of Randomized Clinical Trials in Pediatric Orthopaedics
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
The promotion and practice of evidence-based medicine necessitates a critical evaluation of medical literature, including the criterion standard of randomized clinical trials (RCTs). Recent studies have examined the quality of RCTs in various surgical specialties, but no study has focused on pediatric orthopaedics. The purpose of this study was to assess and describe the quality of RCTs published in the last 10 years in journals with high clinical impact in pediatric orthopaedics. All of the RCTs in pediatric orthopaedics published in 5 well-recognized journals between 1995 and 2005 were reviewed using the Detsky Quality Assessment Scale. The mean percentage score on the Detsky scale was 53% (95% confidence interval, 46%-60%). Only 7 (19%) of the articles satisfied the threshold for a satisfactory level of methodological quality (Detsky >75%). Most RCTs in pediatric orthopaedics that are published in well-recognized peer-reviewed journals demonstrate substantial deficiencies in methodological quality. Particular areas of weakness include inadequate rigor and reporting of randomization methods, use of inappropriate or poorly described outcome measures, inadequate description of inclusion and exclusion criteria, and inappropriate statistical analysis. Further efforts are necessary to improve the conduct and reporting of clinical trials in this field to avoid inadvertent misinformation of the clinical community.
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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 | 0.935 | 0.692 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.023 | 0.019 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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