{"id":"W2129025334","doi":"10.1007/s00402-003-0507-y","title":"Improving reliability in the classification of fractures of the acetabulum","year":2003,"lang":"en","type":"article","venue":"Archives of Orthopaedic and Trauma Surgery","topic":"Pelvic and Acetabular Injuries","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital; Hamilton Health Sciences","funders":"","keywords":"Medicine; Acetabulum; Radiography; Pelvis; Orthopedic surgery; Acetabular fracture; Intraclass correlation; Kappa; Radiology; Reliability (semiconductor); Cohen's kappa; Orthodontics; Surgery; Psychometrics","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":[],"consensus_categories":[],"category_scores_codex":[0.0006981135,0.00008552104,0.0003082942,0.00008442535,0.00003808118,0.000002363493,0.00009816535,0.00003996483,0.00001088063],"category_scores_gemma":[0.001058751,0.00004538197,0.0001903472,0.0001578596,0.0006103616,0.00004100794,0.00002475976,0.0001637835,9.976284e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002264312,"about_ca_system_score_gemma":0.0001022387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006534339,"about_ca_topic_score_gemma":0.00001549939,"domain_scores_codex":[0.998918,0.0001991485,0.0004210543,0.0001353956,0.0002073232,0.0001190578],"domain_scores_gemma":[0.9982443,0.001015015,0.0002447786,0.0004427695,0.00002539334,0.00002770315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001390649,0.0001910928,0.940964,0.0003266068,0.00002300138,0.000001919897,0.001433017,0.000001749755,0.006188376,0.001891822,0.0000621675,0.04877718],"study_design_scores_gemma":[0.0003382047,0.00003349115,0.9870791,0.0001406293,0.00004832125,0.00001227487,0.0008330792,0.00003199022,0.009662152,0.00110432,0.0006756342,0.00004082195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943986,0.001325067,0.0000926982,0.0005787998,0.00005600986,0.0001888707,0.000007354282,0.000003931796,0.003348702],"genre_scores_gemma":[0.9993967,0.0001726602,0.0002949945,0.000074728,0.00001603933,0.000006161322,0.000003705188,0.000005522408,0.00002941822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04873636,"threshold_uncertainty_score":0.2248903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01635442955249672,"score_gpt":0.2537821380151462,"score_spread":0.2374277084626495,"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."}}