{"id":"W1968592520","doi":"10.1111/j.1365-2850.2009.01429.x","title":"Validating the Mental Health Assessment Protocols (MHAPs) in the Resident Assessment Instrument Mental Health (RAI‐MH)","year":2009,"lang":"en","type":"article","venue":"Journal of Psychiatric and Mental Health Nursing","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Homewood Research Institute; University of Waterloo; Lakehead University","funders":"","keywords":"Mental health; Medicine; Mental illness; MEDLINE; Health care; Psychiatry; Psychology","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":[0.1181626,0.0005915848,0.0006149767,0.002168266,0.00140102,0.002150527,0.001872753,0.0008461056,0.0018714],"category_scores_gemma":[0.2109738,0.0007563078,0.001722754,0.00202522,0.001580088,0.001609363,0.004247851,0.001967066,0.000844333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004313549,"about_ca_system_score_gemma":0.02218052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01711324,"about_ca_topic_score_gemma":0.0284112,"domain_scores_codex":[0.90901,0.05277975,0.01505738,0.002765938,0.0181316,0.002255293],"domain_scores_gemma":[0.8169523,0.07703573,0.03026176,0.01763999,0.0552302,0.002880051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004903186,0.0009939874,0.8050218,0.001045763,0.0002458817,0.00008387121,0.004840415,0.001200514,0.001669221,0.002876117,0.008062532,0.1734696],"study_design_scores_gemma":[0.0001970549,0.001442288,0.965846,0.001751335,0.0001953715,0.0002550296,0.002772315,0.005244874,0.004851539,0.001233911,0.01613017,0.0000802051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8733125,0.001712191,0.04719983,0.00280721,0.0007309522,0.03488054,0.00632553,0.0004397221,0.03259155],"genre_scores_gemma":[0.8750021,0.0007558751,0.0920229,0.0007938588,0.0001200778,0.02370317,0.005248149,0.0001002887,0.002253606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1181626,"threshold_uncertainty_score":0.624911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05152207680689957,"score_gpt":0.4989176808272189,"score_spread":0.4473956040203194,"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."}}