{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003635855,0.001011941,0.001152971,0.001223777,0.00498114,0.008756912,0.001208452,0.03763455,0.05924587],"category_scores_gemma":[0.0310484,0.000636077,0.00143064,0.0006375186,0.00342224,0.004350533,0.003937355,0.03389855,0.03979358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004525538,"about_ca_system_score_gemma":0.00411436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003231472,"about_ca_topic_score_gemma":0.008592344,"domain_scores_codex":[0.9950764,0.001478671,0.0003680479,0.0006918807,0.001746187,0.0006388047],"domain_scores_gemma":[0.9873055,0.005493479,0.0006961519,0.0010291,0.002050912,0.003424732],"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":[0.00001069041,0.00001494184,0.0001438345,0.00002469171,0.00001008494,0.0002258337,0.00004442368,0.00002553937,0.00006447066,0.004467275,0.9850509,0.009917347],"study_design_scores_gemma":[0.00004722452,0.00002485657,0.0004015072,0.0002064024,0.00001595603,0.0004841139,0.00009874627,0.0001510716,0.00005960392,0.01855671,0.9799298,0.00002401911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0001443441,0.002035859,0.0002421582,0.9492076,0.02903061,0.00001336272,0.00007304067,0.00005947709,0.01919353],"genre_scores_gemma":[0.002505763,0.001458502,0.0002946573,0.9078922,0.05113798,0.00003167506,0.00007292002,0.00003756601,0.03656876],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05924587,"threshold_uncertainty_score":0.1981972,"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."}}