{"id":"W3173993938","doi":"","title":"Developing a complex intervention targeting antipsychotic prescribing to nursing home residents with dementia [version 1; peer review: 2 approved]","year":2021,"lang":"en","type":"preprint","venue":"HRB Open Research","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Dementia; Antipsychotic; Intervention (counseling); Nursing; Nursing homes; Medicine; Psychiatry; Family medicine; Psychology; Schizophrenia (object-oriented programming)","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":[0.007927596,0.0005824027,0.0009271923,0.0006205397,0.0008555363,0.002204146,0.001021244,0.001367394,0.02950582],"category_scores_gemma":[0.03156183,0.0003359235,0.001185968,0.0004849882,0.0004737258,0.001306092,0.001021067,0.001181144,0.002820481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001300867,"about_ca_system_score_gemma":0.01068307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007081949,"about_ca_topic_score_gemma":0.01497439,"domain_scores_codex":[0.9981467,0.001051843,0.0001198,0.0002052565,0.0003608594,0.0001155157],"domain_scores_gemma":[0.989489,0.006479159,0.0005447085,0.0005840808,0.002123076,0.0007799211],"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":[0.006252436,0.009481021,0.009350589,0.008025111,0.001614024,0.0001930228,0.001998972,0.003406686,0.004968318,0.01069647,0.106074,0.8379394],"study_design_scores_gemma":[0.08204356,0.04231618,0.1398133,0.03047786,0.02343697,0.0009830544,0.008204709,0.1115836,0.03451778,0.1010059,0.4248661,0.0007511441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.454497,0.007466307,0.2564967,0.06498973,0.01060943,0.06758577,0.009965961,0.006918074,0.1214709],"genre_scores_gemma":[0.4254417,0.00454648,0.501785,0.01238498,0.0006066108,0.02495883,0.002806714,0.0002924097,0.02717731],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.02950582,"threshold_uncertainty_score":0.09870678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2192622820954477,"score_gpt":0.4869469313129332,"score_spread":0.2676846492174855,"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."}}