{"id":"W3206367568","doi":"10.1016/j.cjca.2021.07.125","title":"FACILITATING REAL WORLD CARDIOLOGY STUDIES THROUGH VALIDATION OF THE APOLLO ELECTRONIC DATA CAPTURE SYSTEM IN A COMMUNITY CARDIOLOGY ELECTRONIC HEALTH RECORD DATABASE","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Oakville Public Library","funders":"","keywords":"Medicine; Heart failure; Ejection fraction; Electronic health record; Internal medicine; Cardiology; Randomized controlled trial; Database; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.1272232,0.0006381061,0.0007565067,0.002605531,0.001656211,0.006463596,0.003479993,0.001466077,0.003228603],"category_scores_gemma":[0.2703949,0.00064654,0.0006555461,0.002003895,0.001447476,0.004494916,0.004135969,0.002404826,0.001918674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00250757,"about_ca_system_score_gemma":0.01315531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0102276,"about_ca_topic_score_gemma":0.01446121,"domain_scores_codex":[0.906951,0.05202291,0.01648062,0.007054619,0.01554949,0.001941466],"domain_scores_gemma":[0.5933923,0.1958127,0.02337134,0.0779499,0.1028992,0.006574517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003513745,0.005177234,0.5978981,0.001881023,0.0006342133,0.001064877,0.01367633,0.003273818,0.02290732,0.006737893,0.05362317,0.2896123],"study_design_scores_gemma":[0.003003336,0.003437825,0.6929402,0.003074827,0.001197439,0.001899476,0.01099396,0.06347772,0.05322363,0.005969536,0.1602809,0.0005011983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6810604,0.0009233257,0.2202965,0.01697583,0.001370809,0.02851954,0.02084143,0.008577456,0.02143461],"genre_scores_gemma":[0.7180552,0.0004129407,0.2463549,0.004721509,0.0005082849,0.008045385,0.01811724,0.001021091,0.002763344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1272232,"threshold_uncertainty_score":0.6728286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07399480277412729,"score_gpt":0.3378492773060422,"score_spread":0.2638544745319149,"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."}}