{"id":"W3137389501","doi":"10.26443/mjm.v19i1.518","title":"Approach to: Heart failure","year":2021,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Heart failure; Ejection fraction; Intensive care medicine; Disease; Health care; Cardiac function curve; Healthcare system; Cardiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005701942,0.000649601,0.0004672846,0.0007789673,0.001300012,0.002402156,0.001179738,0.003085868,0.1654463],"category_scores_gemma":[0.004408317,0.0001491375,0.0005506517,0.0002996132,0.0006214521,0.001775867,0.002559906,0.003655467,0.06443912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001868558,"about_ca_system_score_gemma":0.004974551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004261473,"about_ca_topic_score_gemma":0.01117285,"domain_scores_codex":[0.9993949,0.0001207062,0.00005548948,0.00009750304,0.0002124062,0.0001189262],"domain_scores_gemma":[0.9985581,0.0001218917,0.00007665985,0.00005016393,0.0005454081,0.0006477981],"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":[0.00005433454,0.0001017477,0.002021261,0.0003657243,0.00001141531,0.001440313,0.0002459394,0.00006814246,0.0003250439,0.003493046,0.7894232,0.2024499],"study_design_scores_gemma":[0.00005089397,0.00008355718,0.003167865,0.001162171,0.00001566327,0.003794773,0.000446106,0.00009348996,0.000107569,0.005317548,0.9857432,0.00001712161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.004260029,0.02982214,0.008432883,0.3667303,0.04977278,0.001147084,0.001407817,0.001074906,0.5373521],"genre_scores_gemma":[0.04946433,0.06867792,0.008642658,0.271389,0.08731829,0.0007345222,0.001337587,0.0003414064,0.5120943],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1654463,"threshold_uncertainty_score":0.5534729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03481122792515981,"score_gpt":0.2971367742331908,"score_spread":0.262325546308031,"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."}}