{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005052066,0.0001906361,0.0004713805,0.0001580921,0.00009163635,0.0000124335,0.0001481802,0.00001559428,0.00006257085],"category_scores_gemma":[0.000005214769,0.0001311465,0.0001482729,0.0004079885,0.000110156,0.0001586159,0.00006759164,0.0002034116,3.391099e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002123366,"about_ca_system_score_gemma":0.0005663819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06520543,"about_ca_topic_score_gemma":0.1909293,"domain_scores_codex":[0.9980128,0.0003202012,0.0002295122,0.0003292122,0.000820344,0.0002879117],"domain_scores_gemma":[0.9991814,0.00007087001,0.00005397451,0.0005576417,0.00001582395,0.0001203288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001885027,0.0002162039,0.921985,0.0001606563,0.001005066,0.0004521163,0.0004638945,0.002327448,0.000001466909,0.00003655009,0.0008034959,0.0723596],"study_design_scores_gemma":[0.002924242,0.00006669865,0.6724856,0.00005307724,0.0008726462,0.000008635665,0.0006612757,0.00002521039,0.00001168504,0.00002714102,0.3227137,0.0001500787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8822984,0.1062798,0.000135348,0.008709325,0.00006560444,0.002072223,0.00009114447,0.00003109529,0.0003170921],"genre_scores_gemma":[0.9985694,0.0002769973,0.0001195396,0.0003995427,0.00004083885,0.0002715955,0.00004605751,0.00001896482,0.0002570858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3219102,"threshold_uncertainty_score":0.9410194,"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."}}