{"id":"W2604405029","doi":"","title":"P22. Prognostic Predictive Model for the Development of Osteoarthritis using Electronic Medical Record Data","year":2017,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Osteoarthritis; Medicine; Medical record; Electronic medical record; Computer science; Internal medicine; Medical emergency; Pathology; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009133548,0.000958227,0.0006944891,0.003283517,0.0004655671,0.001818324,0.001117905,0.0009156041,0.007619381],"category_scores_gemma":[0.03349764,0.0003630461,0.001536704,0.002120625,0.0003863649,0.001017471,0.0008035,0.001262982,0.001526782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001289028,"about_ca_system_score_gemma":0.001812158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01954393,"about_ca_topic_score_gemma":0.01013119,"domain_scores_codex":[0.9978986,0.0009379928,0.0002551686,0.0004119088,0.0003296051,0.0001667089],"domain_scores_gemma":[0.9768955,0.01862025,0.001880775,0.0005724821,0.001739253,0.000291785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001184987,0.0005382722,0.8364268,0.0003626539,0.0006978826,0.0003799181,0.0002106562,0.07532886,0.0002711131,0.001841528,0.009226333,0.07353089],"study_design_scores_gemma":[0.0001657442,0.0003921906,0.1030735,0.0002273474,0.0004289359,0.0004647228,0.0002079023,0.8871557,0.000498858,0.004439136,0.002891907,0.0000541562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7944424,0.001737608,0.140682,0.006919364,0.0003127269,0.001807471,0.04267323,0.00303218,0.008393167],"genre_scores_gemma":[0.9659105,0.0003270111,0.02207554,0.0001773165,0.00007413855,0.0005255378,0.009608623,0.0000374625,0.001263899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01954393,"threshold_uncertainty_score":0.04830337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1813859571546121,"score_gpt":0.3628558930466595,"score_spread":0.1814699358920474,"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."}}