{"id":"W4214505941","doi":"10.14740/cr1356","title":"Heart Failure Research and Polypharmacy","year":2022,"lang":"en","type":"editorial","venue":"Cardiology Research","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Polypharmacy; Medicine; Cardiology; Heart failure; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0170652,0.006358161,0.007903652,0.007645371,0.005530287,0.01292744,0.005457299,0.04114584,0.02403186],"category_scores_gemma":[0.05312294,0.002948778,0.005221391,0.00364181,0.00389539,0.006633031,0.003611127,0.03217354,0.01567026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00714875,"about_ca_system_score_gemma":0.006321525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004165603,"about_ca_topic_score_gemma":0.01345225,"domain_scores_codex":[0.9868001,0.003252284,0.001698972,0.0009549372,0.006580994,0.0007126308],"domain_scores_gemma":[0.9406086,0.02912841,0.004377251,0.001713807,0.01572588,0.008445981],"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":[0.00005512085,0.00001495661,0.00002724384,0.0003211482,0.00005003985,0.00008058562,0.0000104241,0.00001663303,0.00002147404,0.0001780834,0.9948806,0.00434362],"study_design_scores_gemma":[0.0006058179,0.00007804249,0.0005807371,0.002198149,0.0004138934,0.0003467459,0.00007330533,0.0003203433,0.00008485882,0.001823004,0.9934286,0.00004638908],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002033546,0.008976287,0.00005883009,0.03661623,0.9529846,0.00002037495,0.00004392971,0.00003249412,0.001246792],"genre_scores_gemma":[0.0002043977,0.004145734,0.00005418005,0.02157034,0.9705065,0.00002155257,0.00002075451,0.00001724154,0.003459299],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04114584,"threshold_uncertainty_score":0.09025049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133515377981955,"score_gpt":0.4707360139465168,"score_spread":0.3573844761483214,"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."}}