{"id":"W2965079220","doi":"10.1016/j.jchf.2019.03.010","title":"Personalized Medicine","year":2019,"lang":"en","type":"letter","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Computer science; Medicine","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003181599,0.0007442203,0.001638147,0.0004648275,0.000107491,0.0000406797,0.0001973469,0.001279973,0.01141718],"category_scores_gemma":[0.0001160576,0.0005417592,0.0005161941,0.0003295387,0.0002069088,0.00009526959,0.0001083708,0.002254991,0.007010289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002531445,"about_ca_system_score_gemma":0.0002668905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001404789,"about_ca_topic_score_gemma":0.0000119751,"domain_scores_codex":[0.9963263,0.0001454304,0.0005565864,0.0009440916,0.0011514,0.0008761817],"domain_scores_gemma":[0.9980203,0.0002245543,0.0001431708,0.0012472,0.0001785286,0.0001862595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004677511,0.00004951676,0.0008138065,0.0008361785,0.0004266605,0.000922318,0.0001410147,1.078798e-7,0.0001393645,0.00006408808,0.9962785,0.0002817267],"study_design_scores_gemma":[0.003576622,0.0006037111,0.0002456687,0.0008424846,0.000823812,0.0002788163,0.00008520314,0.000008945328,0.00002302104,0.0000370463,0.9930142,0.0004605166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001367189,0.0006658018,0.00002944911,0.9861872,0.0008547644,0.002028192,0.00002416527,0.0003401787,0.009733486],"genre_scores_gemma":[0.0001594312,0.00005665376,0.004606438,0.7711371,0.009938834,0.0001151906,0.001418744,0.0001490038,0.2124186],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2150502,"threshold_uncertainty_score":0.9997034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02375364505646695,"score_gpt":0.2833806724353685,"score_spread":0.2596270273789016,"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."}}