{"id":"W2626580969","doi":"10.1080/17453674.2017.1338066","title":"Classification systems for distal radius fractures","year":2017,"lang":"en","type":"article","venue":"Acta Orthopaedica","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Intraclass correlation; Radiography; Nuclear medicine; Radiology; Reliability (semiconductor); Gold standard (test)","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":[0.0005309163,0.0001373373,0.0002684273,0.00007641844,0.0005275265,0.00009366487,0.0001244143,0.0001629717,0.00006792194],"category_scores_gemma":[0.001900833,0.0001047269,0.0001948034,0.00003793263,0.0001982112,0.0002197319,0.00002561221,0.0001543251,0.0000185526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003975775,"about_ca_system_score_gemma":0.0001357622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003663204,"about_ca_topic_score_gemma":0.000005845383,"domain_scores_codex":[0.9988357,0.00003789996,0.0003054487,0.0002948612,0.0002935818,0.0002324523],"domain_scores_gemma":[0.9983472,0.0003306369,0.0002783178,0.000715259,0.0001366178,0.0001919791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001472962,0.0008027707,0.5998116,0.001221416,0.0003526334,0.00006709919,0.0007136118,0.000005284926,0.02179365,0.004511307,0.0648425,0.3044051],"study_design_scores_gemma":[0.0009666701,0.000207376,0.5108063,0.0001116694,0.0001051898,0.00003500275,0.0001632621,0.0008777108,0.0001351771,0.00005446136,0.4864136,0.0001235138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669362,0.0006686694,0.001266816,0.01087377,0.002145961,0.001219864,0.00004958066,0.000138018,0.01670109],"genre_scores_gemma":[0.9945709,0.0001472423,0.0003877365,0.0001939748,0.00100395,0.0001436882,0.0001570603,0.00002653298,0.003368957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4215711,"threshold_uncertainty_score":0.4270639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03005653096161702,"score_gpt":0.3255643704770525,"score_spread":0.2955078395154355,"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."}}