{"id":"W3211378706","doi":"10.1161/circ.144.suppl_1.9041","title":"Abstract 9041: Provider Evaluation for Selection of Evidence-Based Therapies to Reduce Cardiovascular Complications in Patients With Type 2 Diabetes Mellitus Study - Primary Results of the PREFER-DM Study","year":2021,"lang":"en","type":"article","venue":"Circulation","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada); McMaster University; St. Michael's Hospital; Université de Saint-Boniface; McGill University Health Centre","funders":"","keywords":"Medicine; Type 2 Diabetes Mellitus; Diabetes mellitus; Selection (genetic algorithm); Intensive care medicine; Internal medicine; Endocrinology","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":[0.01101264,0.0006132225,0.001236362,0.000672805,0.0005887757,0.001161204,0.0004725656,0.0008908652,0.003758434],"category_scores_gemma":[0.01431081,0.000438946,0.002482942,0.001391073,0.0004331496,0.0009610819,0.001200257,0.001126869,0.0004530578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008350608,"about_ca_system_score_gemma":0.000986924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002184441,"about_ca_topic_score_gemma":0.002504187,"domain_scores_codex":[0.9919593,0.005653283,0.0008023211,0.0005613676,0.0007997703,0.0002239366],"domain_scores_gemma":[0.9884508,0.004273802,0.004473211,0.0007219297,0.0009299348,0.001150448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06008853,0.006318754,0.9025804,0.001844683,0.007149043,0.00005044047,0.0004023615,0.0005387276,0.0002931693,0.0001746202,0.003416504,0.01714274],"study_design_scores_gemma":[0.02697681,0.01279211,0.951786,0.0003399249,0.002937803,0.0001450404,0.0005940957,0.001548839,0.0001931944,0.0002145695,0.00241037,0.00006127851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834409,0.001806648,0.0004954218,0.0005814988,0.00005926041,0.002897844,0.008636856,0.00002041787,0.002061262],"genre_scores_gemma":[0.988473,0.0006746729,0.002061579,0.0006339238,0.000115296,0.003405041,0.004096254,0.000008241465,0.0005320624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01101264,"threshold_uncertainty_score":0.05824107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09311150001664602,"score_gpt":0.315812666190995,"score_spread":0.222701166174349,"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."}}