{"id":"W2102684949","doi":"10.1016/s0736-4679(02)00659-5","title":"Prospective evaluation of criteria for obtaining thoracolumbar radiographs in trauma patients","year":2003,"lang":"en","type":"article","venue":"Journal of Emergency Medicine","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Agency for Healthcare Research and Quality","keywords":"Medicine; Radiography; Blunt trauma; Prospective cohort study; Confidence interval; Injury Severity Score; Surgery; Radiology; Poison control; Injury prevention; Internal medicine; Emergency medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002785716,0.0001024642,0.0004279562,0.000459596,0.00002558398,0.000001044028,0.00005819049,0.00007134612,0.001215894],"category_scores_gemma":[0.002764655,0.00007537828,0.0001456264,0.0004385972,0.00003276116,0.0001068211,0.000003012409,0.0001589491,1.550892e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009198881,"about_ca_system_score_gemma":0.00009875622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000186828,"about_ca_topic_score_gemma":0.00000648816,"domain_scores_codex":[0.9980012,0.0001075419,0.001010729,0.0001062354,0.0006460284,0.000128311],"domain_scores_gemma":[0.9971135,0.00004050379,0.0006898302,0.0001043035,0.001971288,0.00008063199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001803805,0.001628608,0.9276471,0.0003808032,0.0002993319,0.000006180491,0.004151657,0.00002785223,0.01281321,0.001385654,0.02230944,0.02754634],"study_design_scores_gemma":[0.008758503,0.009541994,0.9558901,0.0008340394,0.0006586502,0.00001868782,0.001127642,0.0003428423,0.007520646,0.01212882,0.003052203,0.0001259072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897988,0.002051925,0.001964651,0.0003303125,0.001158107,0.0009852485,0.000002582051,0.000006883255,0.003701529],"genre_scores_gemma":[0.9966812,0.0003070707,0.002638386,0.00004120422,0.0002475881,0.0000242041,0.000005343588,0.00001345822,0.00004157025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02824295,"threshold_uncertainty_score":0.9996971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09814996022329225,"score_gpt":0.4462383620558433,"score_spread":0.3480884018325511,"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."}}