{"id":"W3209502437","doi":"10.1007/s00701-021-05029-1","title":"Cervical spine injuries requiring surgery in a Level I trauma centre in a major German city","year":2021,"lang":"en","type":"article","venue":"Acta Neurochirurgica","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Incidence (geometry); German; Neuroradiology; Epidemiology; Neurosurgery; Surgery; Pediatrics; Neurology; General surgery; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001823049,0.0001904247,0.0004749447,0.0002755048,0.00004261608,0.00003272837,0.00008948959,0.0001413844,0.0004898944],"category_scores_gemma":[0.0003467168,0.0001771225,0.0001460841,0.0005646573,0.00004487818,0.0001365672,0.00009243225,0.0004855761,0.000008127196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006428058,"about_ca_system_score_gemma":0.000104323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009753476,"about_ca_topic_score_gemma":0.0002383577,"domain_scores_codex":[0.9984208,0.00008099034,0.0004915977,0.0003957332,0.0002590561,0.0003517758],"domain_scores_gemma":[0.9992605,0.0001224887,0.00009284415,0.0003311743,0.00006115244,0.0001317768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003335122,0.004466713,0.7473382,0.001403708,0.0001402924,0.0197369,0.003728492,0.000006411899,0.1297013,0.004368858,0.01602755,0.0697464],"study_design_scores_gemma":[0.0009776381,0.00007646763,0.9427927,0.000305733,0.00001880786,0.0002012493,0.00006832902,0.00006517449,0.03145041,0.0005228108,0.02331354,0.0002071132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857292,0.0001753056,0.00004999805,0.0112917,0.00009010845,0.0002071002,0.000009337584,0.0001041786,0.002343082],"genre_scores_gemma":[0.996319,0.0001473476,0.000446371,0.002360315,0.0001221119,0.00001576711,0.00005622114,0.00002732087,0.0005055708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1954545,"threshold_uncertainty_score":0.7222847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04313795529339001,"score_gpt":0.3182465204939937,"score_spread":0.2751085652006037,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}