{"id":"W4286744398","doi":"10.1177/17539447221113946","title":"Polypharmacy among older individuals with heart failure: trends between 2000 and 2017 in the province of Quebec, Canada","year":2022,"lang":"en","type":"article","venue":"Therapeutic Advances in Cardiovascular Disease","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; Université Laval","funders":"Fonds de Recherche du Québec - Santé; Université Laval","keywords":"Polypharmacy; Medicine; Heart failure; Gerontology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0008885218,0.0003462227,0.0004874748,0.002374362,0.001491027,0.001301294,0.001353154,0.0005839646,0.001809587],"category_scores_gemma":[0.003206824,0.0002400306,0.0007873598,0.005664883,0.0004960544,0.0006684532,0.0007854496,0.000875393,0.0002223686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03243988,"about_ca_system_score_gemma":0.03323011,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9951947,"about_ca_topic_score_gemma":0.9968453,"domain_scores_codex":[0.9986111,0.00008298884,0.0001352252,0.0002118685,0.0006017193,0.0003570169],"domain_scores_gemma":[0.9936946,0.0002474889,0.001519835,0.00009238088,0.003411945,0.00103372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004839864,0.00002982852,0.9895439,0.0001067029,0.00008858681,0.00005358171,0.0002531681,0.0001758246,0.0001075677,0.00009808921,0.004010625,0.005483736],"study_design_scores_gemma":[0.00000550101,0.00001239454,0.9974158,0.00007703653,0.0000237724,0.00004275866,0.0003647465,0.0003726501,0.00003393131,0.00001293524,0.00162973,0.00000860792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9224672,0.0079803,0.0004866564,0.003382294,0.00008948227,0.0001116686,0.0596645,0.000080288,0.00573764],"genre_scores_gemma":[0.9857879,0.00194046,0.0003913181,0.00056482,0.00003552459,0.00004915951,0.009835321,0.00001096221,0.001384659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03243988,"threshold_uncertainty_score":0.2353689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01032824137530435,"score_gpt":0.2600875853480755,"score_spread":0.2497593439727711,"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."}}