{"id":"W3208623186","doi":"10.1017/s1041610221000028","title":"Over the top: psychotropic polypharmacy in long-term care","year":2021,"lang":"en","type":"letter","venue":"International Psychogeriatrics","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto Rehabilitation Institute; University of Toronto; Public Health Ontario","funders":"","keywords":"Polypharmacy; Term (time); Long-term care; Medicine; Psychiatry; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001435484,0.0003458894,0.0006260235,0.0005303627,0.004319174,0.002085699,0.0007221168,0.01772687,0.008856333],"category_scores_gemma":[0.01296,0.0002861761,0.0005139511,0.0008398924,0.001320448,0.002786905,0.0008129338,0.01357338,0.00298835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004005808,"about_ca_system_score_gemma":0.003338099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01714312,"about_ca_topic_score_gemma":0.02461538,"domain_scores_codex":[0.9984009,0.0005562194,0.000190204,0.0001474069,0.0004340953,0.0002712299],"domain_scores_gemma":[0.9955733,0.002286464,0.000399539,0.0001040029,0.0005897059,0.001047015],"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":[0.0001358167,0.0001155428,0.00763292,0.0000843688,0.0000202122,0.01815092,0.0005122651,0.0001192445,0.0003339917,0.002801949,0.9472461,0.02284651],"study_design_scores_gemma":[0.0005285122,0.0005232939,0.04629515,0.002741515,0.0001338287,0.1020863,0.005496244,0.003639223,0.0009052454,0.03672571,0.8007456,0.000179365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004209875,0.001423643,0.00007048302,0.9784695,0.004562663,0.00001032756,0.00006840705,0.00002429932,0.01116077],"genre_scores_gemma":[0.0565871,0.002704764,0.0003087717,0.9020643,0.02580379,0.00003221999,0.00006004901,0.00003810681,0.01240101],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01772687,"threshold_uncertainty_score":0.0340867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06467077638492397,"score_gpt":0.4267197000984909,"score_spread":0.3620489237135669,"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."}}