{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007237711,0.00005855525,0.00009466463,0.00007975226,0.0001672195,0.0000144479,0.00003078637,0.00001907435,0.0001487906],"category_scores_gemma":[0.00001964894,0.0000487713,0.00001744954,0.00009681888,0.00003539595,0.00008240369,0.00002612264,0.000201671,9.521995e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008930612,"about_ca_system_score_gemma":0.00003498141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006724063,"about_ca_topic_score_gemma":0.000007897679,"domain_scores_codex":[0.9992068,0.00005770838,0.0001104583,0.0001468836,0.0003545486,0.0001236366],"domain_scores_gemma":[0.9997542,0.00002383222,0.00004541806,0.00008028576,0.00003029859,0.00006596134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008668069,0.000148095,0.9829636,0.00006646045,0.00002669501,0.00001037501,0.002048299,0.00002671798,0.00008375882,0.00004364511,0.0004775494,0.01323797],"study_design_scores_gemma":[0.00352848,0.0004704898,0.9902938,0.0001820123,0.000214828,0.000006351896,0.002386651,0.0001773359,0.0001240746,0.00003628313,0.002488796,0.00009089499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952949,0.001400197,0.00001907469,0.0007807339,0.000281512,0.0002316611,0.000005314007,0.00001745572,0.001969162],"genre_scores_gemma":[0.9995022,0.00001269935,0.0000841225,0.0002442049,0.00003373187,0.000007570834,0.00006863029,0.000008457337,0.00003836795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01314708,"threshold_uncertainty_score":0.1988836,"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."}}