{"id":"W2899553227","doi":"10.1093/geroni/igy023.1722","title":"OPTIMIZING ANTIPSYCHOTIC USE IN RESIDENTIAL CARE: THE ROLE OF ORGANIZATIONAL READINESS FOR CHANGE","year":2018,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Island Health; University of Victoria","funders":"","keywords":"Dementia; Health care; Nursing; Psychology; Action (physics); Organizational culture; Medicine; Public relations; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006237487,0.000225592,0.0002576504,0.0007947717,0.003310482,0.003530806,0.001225248,0.000778564,0.0009326431],"category_scores_gemma":[0.02661337,0.0002099119,0.0003706641,0.000563825,0.002592594,0.001222772,0.002870071,0.0012953,0.0001020823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005776595,"about_ca_system_score_gemma":0.01902997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06504649,"about_ca_topic_score_gemma":0.1281089,"domain_scores_codex":[0.9926841,0.003912228,0.0002762338,0.0002967727,0.001076289,0.001754515],"domain_scores_gemma":[0.985651,0.004152078,0.003003758,0.0005695384,0.002099915,0.004523755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001151539,0.0009274799,0.7699093,0.0001986331,0.000118646,0.0004230779,0.06044983,0.0003714775,0.0005884373,0.001701035,0.002578174,0.1626188],"study_design_scores_gemma":[0.00002137859,0.0005183313,0.8552244,0.0003908557,0.00005827408,0.0002478965,0.135026,0.001230262,0.0004059159,0.001206478,0.00560658,0.00006358955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908771,0.000643066,0.0003681024,0.004319492,0.0000297913,0.00004658381,0.00001791708,0.00001802639,0.003680017],"genre_scores_gemma":[0.9991066,0.0001991924,0.0003722901,0.0001713607,0.0000054237,0.00001367219,0.00001323817,0.000002298629,0.000115831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06504649,"threshold_uncertainty_score":0.1293358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07185827297952521,"score_gpt":0.3972645791628951,"score_spread":0.32540630618337,"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."}}