{"id":"W3171775524","doi":"10.1007/s00392-021-01888-x","title":"Development and external validation of prognostic models to predict sudden and pump-failure death in patients with HFrEF from PARADIGM-HF and ATMOSPHERE","year":2021,"lang":"en","type":"article","venue":"Clinical Research in Cardiology","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Cardiology; Internal medicine; Heart failure; Atmosphere (unit); Meteorology","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":[0.02952289,0.001290605,0.000958737,0.001201556,0.0004233386,0.001074064,0.001240685,0.0008041461,0.001261669],"category_scores_gemma":[0.03031159,0.0004740167,0.001877411,0.0004957672,0.0005566857,0.0004868738,0.001878124,0.001513234,0.0004106674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008285875,"about_ca_system_score_gemma":0.001652953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004937212,"about_ca_topic_score_gemma":0.003655884,"domain_scores_codex":[0.9945115,0.004175507,0.0002651868,0.0004953527,0.0002884726,0.0002639465],"domain_scores_gemma":[0.9734042,0.02120151,0.001307953,0.001487196,0.001962584,0.0006364567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006678253,0.001518556,0.6091177,0.0001286255,0.002379856,0.0002184419,0.0003391587,0.3181511,0.0008437407,0.0007650761,0.003173716,0.05668572],"study_design_scores_gemma":[0.0006447526,0.001815275,0.09745885,0.00009047705,0.0004581354,0.0001608719,0.0001142176,0.8962789,0.0006985843,0.001394906,0.0008410715,0.00004392317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762952,0.0002256066,0.02008274,0.0002713336,0.00005593861,0.0002720466,0.001540712,0.0002559075,0.00100045],"genre_scores_gemma":[0.990431,0.00004271591,0.006465224,0.00007121122,0.0000188737,0.0001809471,0.002557666,0.00002485005,0.0002074157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02952289,"threshold_uncertainty_score":0.1561338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1445910286857223,"score_gpt":0.402424133127284,"score_spread":0.2578331044415618,"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."}}