{"id":"W2033965597","doi":"10.1046/j.1440-0979.2003.00265.x","title":"Improving geriatric mental health nursing care: Making a case for going beyond psychotropic medications","year":2003,"lang":"en","type":"review","venue":"International Journal of Mental Health Nursing","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Université Laval","funders":"","keywords":"Mental health; Psychological intervention; Medicine; Nursing; Gerontological nursing; Health care; Geriatrics; Quality of life (healthcare); Psychiatry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001416713,0.0004878892,0.001597498,0.001458396,0.0007047686,0.0001615781,0.0003922452,0.0001752272,0.00009129407],"category_scores_gemma":[0.00007350787,0.0004418454,0.0008541864,0.0004095433,0.0001563459,0.0002938127,0.00003847385,0.000957027,0.000008880877],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009603349,"about_ca_system_score_gemma":0.004934197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002717239,"about_ca_topic_score_gemma":0.000008492743,"domain_scores_codex":[0.9942568,0.0004261456,0.002352194,0.0005071405,0.001597306,0.0008604282],"domain_scores_gemma":[0.9955118,0.0001673703,0.002777615,0.0002191494,0.0006717288,0.0006523438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002090476,0.0006562215,0.00003039694,0.005496497,0.0004699732,0.0002166084,0.002117327,1.837802e-7,0.000003526544,0.0001069923,0.005932449,0.9847608],"study_design_scores_gemma":[0.007306986,0.004002571,0.00003478615,0.194431,0.001057913,0.08472817,0.007132949,0.0001162375,0.000006605085,0.0001616101,0.7004599,0.0005613157],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000138801,0.9762297,0.00593746,0.007894848,0.00580278,0.002905038,0.0002949901,0.00002430145,0.0007720563],"genre_scores_gemma":[0.001844979,0.9800758,0.01387416,0.00149807,0.001689962,0.00007240162,0.0006053114,0.0001286743,0.0002106731],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9841995,"threshold_uncertainty_score":0.9998033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04484682800602569,"score_gpt":0.4899680928811277,"score_spread":0.4451212648751021,"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."}}