{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01336335,0.002981541,0.001701706,0.003843573,0.0006454176,0.005409737,0.001608681,0.001801439,0.00764362],"category_scores_gemma":[0.06464414,0.0007306624,0.001550521,0.002327135,0.001405302,0.003575369,0.0023976,0.003867283,0.002843875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001740364,"about_ca_system_score_gemma":0.002538435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006424607,"about_ca_topic_score_gemma":0.003405984,"domain_scores_codex":[0.9935943,0.003999046,0.0002966873,0.0008914287,0.001063762,0.0001547762],"domain_scores_gemma":[0.9540986,0.03669135,0.002336363,0.003033054,0.003375219,0.0004652737],"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":[0.0009177448,0.0003810589,0.07256615,0.001803197,0.002364047,0.0004683831,0.0006032747,0.2472369,0.001120373,0.0897757,0.05963118,0.523132],"study_design_scores_gemma":[0.0001325169,0.0002423925,0.008383536,0.001040036,0.0006551387,0.0003596533,0.000240864,0.6765346,0.001063381,0.2751601,0.03603756,0.0001502923],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.04006052,0.02408624,0.8728468,0.02539731,0.002028884,0.0004677198,0.007562991,0.006167097,0.02138236],"genre_scores_gemma":[0.7059255,0.01461136,0.2636803,0.002754375,0.002041385,0.0004602228,0.005059973,0.000525651,0.004941279],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01336335,"threshold_uncertainty_score":0.07067299,"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."}}