{"id":"W2168990620","doi":"10.14797/mdcvj.98","title":"Personalized Medicine: An Idea Whose Time is Approaching","year":2007,"lang":"en","type":"article","venue":"Methodist DeBakey Cardiovascular Journal","topic":"Cardiomyopathy and Myosin Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Coronary artery disease; Personalized medicine; Angioplasty; Clinical trial; Disease; Intensive care medicine; Cardiac catheterization; Internal medicine; Interventional cardiology; Cardiology; Bioinformatics","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":[0.01949967,0.0004874813,0.001872012,0.0004271253,0.0007572561,0.00009317795,0.0002623763,0.0002284725,0.0003374748],"category_scores_gemma":[0.001086545,0.0003703041,0.002698318,0.0005424136,0.0004111034,0.0002794804,0.00009719837,0.001137061,0.00006484865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002722933,"about_ca_system_score_gemma":0.0001473975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000714885,"about_ca_topic_score_gemma":0.000001776797,"domain_scores_codex":[0.9948975,0.0009894761,0.0008411533,0.0006424155,0.001784585,0.0008449063],"domain_scores_gemma":[0.9971699,0.0002813712,0.000202998,0.0009870324,0.0005178791,0.0008408935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002650034,0.0004937067,0.008186732,0.000455582,0.02631716,0.01201128,0.02415155,0.0001132293,0.01959662,0.0007403761,0.02905507,0.8762286],"study_design_scores_gemma":[0.01441444,0.0008804842,0.04287762,0.0006008029,0.01129986,0.0672426,0.008739375,0.0003234986,0.003603996,0.0008647775,0.8478507,0.001301878],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1216855,0.1077701,0.6992378,0.001871838,0.001892646,0.0009209367,0.0000195568,0.0003113055,0.06629033],"genre_scores_gemma":[0.6878282,0.006382457,0.2653292,0.008350484,0.02304736,0.00005931842,0.0001390548,0.0005278109,0.008336063],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8749268,"threshold_uncertainty_score":0.9998749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04091887995398852,"score_gpt":0.3290087676727981,"score_spread":0.2880898877188096,"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."}}