{"id":"W4310556330","doi":"10.12968/nrec.2022.0050","title":"Overprescribing medication in patients with dementia","year":2022,"lang":"en","type":"article","venue":"Nursing and Residential Care","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakeridge Health","funders":"","keywords":"Delirium; Dementia; Harm; Cognition; Medical prescription; Multitude; Medicine; Residential care; Psychiatry; Psychology; Aged care; Gerontology; Nursing; Social psychology; Disease","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":[0.0009940715,0.0001325638,0.0004971509,0.0005743571,0.001196971,0.001053285,0.0002586581,0.0006849131,0.00356288],"category_scores_gemma":[0.01164172,0.0001423555,0.0005031552,0.001011848,0.0003537703,0.001126691,0.0009829524,0.001628702,0.0003947735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006304702,"about_ca_system_score_gemma":0.001112212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003768384,"about_ca_topic_score_gemma":0.007828908,"domain_scores_codex":[0.9984494,0.0004824512,0.0002726646,0.00007421783,0.0005547905,0.000166357],"domain_scores_gemma":[0.9943846,0.00113703,0.003048865,0.0001240299,0.0004993149,0.0008062035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003094107,0.0006934375,0.8855726,0.0006277975,0.0001333828,0.002075749,0.004965034,0.00006453179,0.0003169568,0.0003595704,0.004819917,0.1000617],"study_design_scores_gemma":[0.0000752387,0.0008467098,0.9676378,0.001093388,0.0002095052,0.008632566,0.008489929,0.000335861,0.000266993,0.0009326653,0.01143649,0.00004278256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673383,0.008916199,0.0001443671,0.006717886,0.0001709737,0.00005096527,0.0002573415,0.00001873958,0.01638505],"genre_scores_gemma":[0.9902817,0.005455922,0.0003508873,0.002322074,0.0001970165,0.00002311762,0.000190975,0.000005088767,0.001173167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003768384,"threshold_uncertainty_score":0.01191896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0305905989260779,"score_gpt":0.3373105484031202,"score_spread":0.3067199494770423,"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."}}