{"id":"W4363675194","doi":"10.1016/j.jcin.2023.01.356","title":"Genetic-Guided Oral P2Y12 Inhibitor Selection and Cumulative Ischemic Events After Percutaneous Coronary Intervention","year":2023,"lang":"en","type":"article","venue":"JACC: Cardiovascular Interventions","topic":"Antiplatelet Therapy and Cardiovascular Diseases","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; Université de Montréal; Canadian VIGOUR Centre; University of Alberta; St. Michael's Hospital; University of Ottawa; Heart and Stroke Foundation; University of Toronto","funders":"National Heart, Lung, and Blood Institute","keywords":"Percutaneous coronary intervention; Selection (genetic algorithm); P2Y12; Medicine; Internal medicine; Cardiology; Computer science; Artificial intelligence; Myocardial infarction","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006750156,0.0003620874,0.000751156,0.0003816423,0.0002109782,0.00004802393,0.0001119615,0.0002160623,0.0004970119],"category_scores_gemma":[0.0001152949,0.0003581442,0.005165174,0.0006257914,0.0001018881,0.0002408934,0.0001722006,0.0003203471,0.0003572555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001566928,"about_ca_system_score_gemma":0.00004789371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000832569,"about_ca_topic_score_gemma":0.00002468309,"domain_scores_codex":[0.9971857,0.000364141,0.0006383907,0.0006867959,0.0006755911,0.0004493638],"domain_scores_gemma":[0.9987871,0.00003498676,0.00009999175,0.000579429,0.0002565466,0.000241917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004108208,0.002879538,0.4365812,0.005766343,0.09081805,0.009245262,0.001887784,0.004699183,0.009726924,0.0001102428,0.01734893,0.4168284],"study_design_scores_gemma":[0.006639585,0.0007304825,0.9412913,0.001853443,0.006701017,0.01039096,0.0006665899,0.001801014,0.001199829,0.0001812255,0.02774746,0.0007970718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796705,0.01511542,0.003061814,0.00008754389,0.0004365294,0.0009479921,0.00004825887,0.0003909465,0.0002409749],"genre_scores_gemma":[0.9955677,0.001370306,0.0004818578,0.00007017654,0.0003299477,0.0002478789,0.0002054797,0.00008511926,0.001641526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5047101,"threshold_uncertainty_score":0.999887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0265165702408418,"score_gpt":0.2980940671466564,"score_spread":0.2715774969058146,"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."}}