Variability of Pediatric Cervical Spine Clearance Protocols
Bibliographic record
Abstract
OBJECTIVE: The objective of this study was to better understand the variability that exists in the contemporary pediatric cervical spine (c-spine) clearance protocols and how this variability affects clinical practice and outcomes. BACKGROUND DATA: Pediatric c-spine injury is a rare but potentially devastating event. In the adult population, validated tools, such as the National Emergency X-Radiography Utilization Study (NEXUS) criteria and the Canadian C-spine Rule, are available to aid in safely clearing the c-spine clinically while reducing the utilization of radiography. In the pediatric population, no standardized, validated tool exists, leading to variability in protocols that are put to use. METHODS: A systematic literature search was conducted in Cochrane, Embase, PubMed/MEDLINE, and Web of Science electronic databases from January 1, 2009 until April 30, 2021. Data were extracted from studies that met inclusion criteria. Quality of the included studies was assessed using the Methodological Index for Non-Randomized Studies (MINORS) criteria. RESULTS: There were 19 studies included in this systematic review. From these 19 studies, there were 16 unique protocols, 12 of which (75%) utilized some or all NEXUS criteria. Of the protocols that provided a detailed imaging algorithm (N=14), 12 (85.7%) utilized x-rays as the initial imaging modality. Indications for computed tomography and magnetic resonance imaging varied widely across the protocols. The rate of x-rays, computed tomography, and magnetic resonance imaging utilization ranged from 16.7% to 97.8%, 5.4% to 100%, and 0% to 100%, respectively. Ten studies evaluated the efficacy of protocol implementation, with 9 (90%) of these studies showing an overall reduction of imaging rates in the postprotocol period. No clinically significant missed injuries were reported in the included studies. CONCLUSIONS: Details of c-spine clearance protocols differed significantly across the included studies, but many applied some or all NEXUS criteria. Overall, while variable, protocols served to safely treat pediatric patients without missing any clinically significant c-spine injuries, while reducing radiation exposure.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".