{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009507848,0.0003459973,0.001367565,0.001571002,0.0009679535,0.00009239146,0.0003913514,0.0009105621,0.001300394],"category_scores_gemma":[0.002209982,0.0003033511,0.0002192636,0.0009671258,0.001281756,0.00006279791,0.001884301,0.007769017,0.0005672586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000699293,"about_ca_system_score_gemma":0.001443901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000265863,"about_ca_topic_score_gemma":0.00001593666,"domain_scores_codex":[0.9910157,0.002506682,0.0003554001,0.001288137,0.003172324,0.001661716],"domain_scores_gemma":[0.9933717,0.003657892,0.0000321931,0.001138543,0.001271658,0.0005280243],"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":[0.0004391622,0.00008269133,0.00190943,0.000304648,0.0005956838,0.001356133,0.00008279636,3.632435e-7,0.0002258331,0.0001410857,0.9943687,0.0004934861],"study_design_scores_gemma":[0.001710806,0.00187319,0.0002462191,0.00006792134,0.0001037662,0.00011591,0.0005261526,0.000002080817,0.0000296964,0.0001842162,0.9949427,0.0001973674],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.008042987,0.01782246,0.000004840489,0.0685162,0.8606889,0.007612557,0.0003675947,0.0003781334,0.03656633],"genre_scores_gemma":[0.006030036,0.002730996,0.0003457722,0.0000988181,0.9198089,0.001614164,0.001489825,0.0001612758,0.06772019],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.06841739,"threshold_uncertainty_score":0.9999419,"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."}}