{"id":"W4310398109","doi":"10.1007/s00586-022-07467-6","title":"An international validation of the AO spine subaxial injury classification system","year":2022,"lang":"en","type":"article","venue":"European Spine Journal","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Reproducibility; Facet (psychology); Reliability (semiconductor); Cervical spine injury; Orthodontics; Surgery; Cervical spine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04244082,0.0005829475,0.0005327534,0.003089123,0.001307102,0.001151546,0.001252528,0.0007534149,0.001920204],"category_scores_gemma":[0.06141007,0.0002811886,0.00101489,0.001743282,0.0009334476,0.001247186,0.002385131,0.0006340218,0.00104032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001327053,"about_ca_system_score_gemma":0.003492839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005808874,"about_ca_topic_score_gemma":0.006700333,"domain_scores_codex":[0.9765619,0.008567178,0.004105951,0.001898472,0.008128109,0.0007383734],"domain_scores_gemma":[0.9038831,0.01506104,0.01129088,0.007120692,0.0606311,0.00201314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004941121,0.0001841837,0.944223,0.0002624788,0.0001374654,0.00004387804,0.001581334,0.0005470183,0.001828973,0.0004854853,0.00259953,0.0476125],"study_design_scores_gemma":[0.00008936448,0.0006427046,0.9820228,0.0004051265,0.0001230813,0.0003009273,0.001595821,0.003467469,0.001846974,0.000378329,0.009090154,0.00003717965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443439,0.001343619,0.02914442,0.0007252902,0.0007630835,0.003132644,0.003282274,0.0002574681,0.01700739],"genre_scores_gemma":[0.9634932,0.0003218284,0.02783346,0.000242561,0.0001242813,0.002733077,0.003764302,0.0000939391,0.00139343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04244082,"threshold_uncertainty_score":0.2244512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02203898698233311,"score_gpt":0.3079597029840707,"score_spread":0.2859207160017376,"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."}}