AOSpine Global Survey: International Trends in Utilization of Magnetic Resonance Imaging/Computed Tomography for Spinal Trauma and Spinal Cord Injury across AO Regions
Bibliographic record
Abstract
The aim of this study was to determine the current trends in magnetic resonance imaging (MRI)/computed tomography (CT) utilization for spine trauma in various clinical scenarios. We conducted a survey across six AO regions and preformed pair-wise comparisons between responses obtained from different AO regions. The survey was sent to 5813 surgeons and had a 9.6% response rate with the majority being orthopedic followed by neurosurgeons. In a neurologically intact patient, the predominant imaging modality for all AO regions was CT. For patients with spinal cord injury (SCI), the predominant choice for all AO regions was CT + MRI + x-ray except North America, which was CT + MRI; pair-wise comparisons revealed significant differences involving LATAM (Latin America) versus (Asia-Pacific [APAC], Europe [EU], and Middle East [MEA]) and APAC versus (LATAM and North America [NA]). In a patient with incomplete SCI (ISCI) who presented within 4 h and had CT, the predominant choice for all AO regions was "forgo MRI and proceed to operating room (OR)." Similar to ISCI, in a patient with complete SCI, the predominant option for all AO regions was the same as ISCI, but the range was lower. Pair-wise comparisons noted significant differences between MEA and APAC, with both exhibiting differences compare to NA, LATAM, and EU for complete and ISCI. Most AO regions obtained post-operative MRI only if there was a new deficit. In summary, decisions about the use of a particular imaging modality across AO regions appears to be influenced by the neurological status of the patient upon admission and the presence of neurological deficits post-surgery. Type of residency training and fellowship training did not have an influence on choosing the appropriate imaging modality for both intact and impaired patients. Further study is needed to determine whether accessibility to MRI would change surgeons' attitude toward obtaining MRI in patients with SCI.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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) | 0.000 | 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 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".