{"id":"W3007728378","doi":"10.1002/ejhf.1777","title":"Heart Failure Disease Management Interventions: Time for a Reappraisal","year":2020,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Heart failure; Intensive care medicine; Psychological intervention; Disease management; Disease; MEDLINE; Cardiology; Internal medicine; Psychiatry","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":[0.09324028,0.002892546,0.007710485,0.003543945,0.004205056,0.0160623,0.006266912,0.02320139,0.01754689],"category_scores_gemma":[0.1597387,0.001277386,0.004228121,0.003905704,0.01583168,0.03269502,0.007639451,0.05234277,0.003882739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007728386,"about_ca_system_score_gemma":0.01822542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005457341,"about_ca_topic_score_gemma":0.006625268,"domain_scores_codex":[0.9706602,0.01444784,0.003843447,0.00304652,0.006707388,0.001294676],"domain_scores_gemma":[0.6750599,0.2633319,0.005571355,0.006606967,0.0407769,0.008653039],"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":[0.001619101,0.000457263,0.0007864513,0.02077425,0.0008244462,0.0003046984,0.001922777,0.000920882,0.0004341902,0.1340111,0.456398,0.3815468],"study_design_scores_gemma":[0.0008011797,0.0007566307,0.001646822,0.04219403,0.0004873876,0.0002223018,0.00349427,0.0007882389,0.0001914046,0.1684466,0.7807855,0.0001856328],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000239238,0.401955,0.0008900238,0.5721856,0.02361077,0.00002952327,0.00009247381,0.00006779588,0.0009294837],"genre_scores_gemma":[0.01361464,0.4731715,0.007029848,0.3989558,0.1044628,0.0003063272,0.0001849842,0.0002274782,0.002046657],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09324028,"threshold_uncertainty_score":0.4931076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02815339889547507,"score_gpt":0.291845773851234,"score_spread":0.2636923749557589,"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."}}