{"id":"W2103190446","doi":"10.1016/j.injury.2015.11.002","title":"High reliability in classification of tibia fractures in the Swedish Fracture Register","year":2015,"lang":"en","type":"article","venue":"Injury","topic":"Bone fractures and treatments","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Kappa; Cohen's kappa; Reliability (semiconductor); Gold standard (test); Radiography; Tibia; Orthodontics; Physical therapy; Surgery; Statistics; Mathematics; Radiology","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":[0.01401972,0.0005003671,0.0009488338,0.006181581,0.0009524418,0.002516835,0.001785596,0.00159479,0.002287427],"category_scores_gemma":[0.06730139,0.001032507,0.00180517,0.004226391,0.001128548,0.0009913028,0.002038373,0.0008178221,0.001018912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008395439,"about_ca_system_score_gemma":0.001101682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02142299,"about_ca_topic_score_gemma":0.02531555,"domain_scores_codex":[0.974188,0.01132862,0.004507151,0.003144465,0.005111423,0.001720408],"domain_scores_gemma":[0.9372635,0.032539,0.01171838,0.008174801,0.009475743,0.00082851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001548653,0.00001287976,0.9954453,0.00004879917,0.0001673917,0.00004517276,0.0002898606,0.0001555295,0.0001320151,0.00004381564,0.0003409638,0.003163491],"study_design_scores_gemma":[0.00001223881,0.00005224466,0.9966588,0.00008482111,0.0001725582,0.0003762236,0.0006321312,0.000984021,0.0001788551,0.0001432275,0.0006901358,0.00001471036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926271,0.001882083,0.0009714334,0.0002673953,0.0001681575,0.00002447394,0.001690133,0.00004585736,0.00232347],"genre_scores_gemma":[0.9974352,0.0002967061,0.0003121421,0.0000338029,0.00003478007,0.00001091923,0.001564907,0.00001574393,0.0002958644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02142299,"threshold_uncertainty_score":0.07414418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02981113613499664,"score_gpt":0.330573431959201,"score_spread":0.3007622958242044,"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."}}