131 Characterizing atlanto-occipital dissociation and its association with pediatric traumatic cardiac arrest: A descriptive case series
Bibliographic record
Abstract
Abstract Primary Subject area Emergency Medicine - Paediatric Background Atlanto-occipital dislocation (AOD) is a type of cervical spine injury (CSI) that is commonly fatal or associated with severe neurologic consequences. Although rare, AOD is now more commonly recognized in children as improved prehospital care allows for more patients to reach trauma centres and undergo definitive imaging. Patients with AOD often present with cardiorespiratory instability and prompt diagnosis is crucial. However, diagnosis may be delayed due to variation in imaging practices and lack of literature on this topic. Objectives Primary objective: Describe the demographic characteristics, clinical presentation, and long-term outcomes of children with AOD, compared to other upper CSI. Secondary objective: Describe the frequency of AOD and other upper CSI in pediatric traumatic cardiac arrest (PTCA) and the utility of a lateral c-spine radiograph in this setting. Design/Methods This was a retrospective, single-centre case series of all pediatric trauma patients age < 16 years diagnosed with upper CSI seen at a tertiary pediatric trauma centre from 2000-2020. Patients were included if they had evidence of bony or ligamentous injury from C0-2. The diagnosis of upper CSI was ascertained on autopsy, when available, then cross-sectional imaging, then plain radiographs, when the other modalities were unavailable. Data was obtained from manual chart review and analyzed using descriptive statistics. Results Thirty-six patients were excluded for not meeting upper CSI criteria. Of 93 patients with upper CSI, 24 had AOD: 14 (15%) complete and 10 (11%) incomplete (Table 1). The mechanism of injury was motor-vehicle-collision in 23 (96%) of these patients, and a fall in one (4%). All patients with complete AOD presented in PTCA and only one (7%) survived. Of seven patients with AOD who received a lateral c-spine x-ray during resuscitation, 5 (71%) had identifiable injuries. In contrast, of the 10 patients with incomplete AOD, only 1 (10%) presented in arrest and none died. Only one patient received an x-ray during resuscitation, which showed the injury but went undetected, and 100% of final diagnoses were made through CT. The majority of incomplete AOD patients were managed non-operatively and had minimal to mild disability. Conclusion In our study population, complete AOD was highly fatal with all patients presenting in PTCA. In contrast, incomplete AOD carried a more favorable prognosis with 100% survival and minimal-mild disability. If there is suspicion for AOD, a lateral c-spine XR in the trauma bay can aid in early diagnosis, guiding neurosurgical management and/or goals of care discussions.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".