{"id":"W4415537199","doi":"10.1016/j.jacadv.2025.102281","title":"Predictive Models Aid Prognostication","year":2025,"lang":"en","type":"article","venue":"JACC Advances","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact; Nova Scotia Health Authority; Sunnybrook Health Science Centre; St. Michael's Hospital; St. Boniface Hospital; Southlake Regional Health Center; Providence Health Care; Mount Sinai Hospital; McGill University; Ted Rogers Centre for Heart Research; Hamilton Health Sciences; University Health Network","funders":"Heart and Stroke Foundation of Canada","keywords":"Heart failure; Clinical judgment; MEDLINE; Predictive modelling","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004487095,0.00006942394,0.0001106929,0.00006841591,0.00004291543,0.00000788063,0.00002663883,0.00002411485,0.00002872994],"category_scores_gemma":[0.0000370541,0.00005299611,0.00003094374,0.0001411979,0.00002574808,0.0001887454,0.00002121536,0.00004267362,0.00003184216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004187123,"about_ca_system_score_gemma":0.00003506313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003247279,"about_ca_topic_score_gemma":0.000004598992,"domain_scores_codex":[0.999526,0.000009497076,0.0001013365,0.0001550787,0.00009813268,0.0001099842],"domain_scores_gemma":[0.9997234,0.00003573438,0.00002103582,0.0001375416,0.00004816087,0.00003411028],"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":[0.001641965,0.001662175,0.04521441,0.0008441793,0.0007770699,0.00007332845,0.001055997,0.002055726,0.00119067,0.1025687,0.06904415,0.7738717],"study_design_scores_gemma":[0.003659723,0.000931607,0.01284186,0.000507163,0.0006003549,0.000006580301,0.0007539969,0.02301717,0.003941047,0.05708124,0.8964312,0.0002280649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.035789,0.008687505,0.4139453,0.04350037,0.0008072648,0.00403961,0.00001205472,0.0007441558,0.4924747],"genre_scores_gemma":[0.9629535,0.0005949207,0.02159388,0.0006638191,0.00009554437,0.0002590512,0.00003471158,0.000007772286,0.01379681],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9271645,"threshold_uncertainty_score":0.2161119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01337237105790092,"score_gpt":0.3032778884510106,"score_spread":0.2899055173931097,"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."}}