{"id":"W2171375882","doi":"10.1176/appi.ps.54.12.1644","title":"An Administrator's Perspective on Mental Health in Assisted Living","year":2003,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine","funders":"","keywords":"Mental health; Assisted Living Facility; Dementia; Depression (economics); Perspective (graphical); Medicine; Resistance (ecology); Assisted living; Psychiatry; Psychology; Gerontology; Nursing","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":[0.0007365912,0.0002040989,0.0003009678,0.0003314544,0.0006489497,0.0000222875,0.0002093636,0.0001489895,0.0002831856],"category_scores_gemma":[0.00002528335,0.0001927339,0.00006531947,0.0008265023,0.00001499957,0.0001087868,0.00001581029,0.0004293945,0.0001375121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004978853,"about_ca_system_score_gemma":0.0005740533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00254532,"about_ca_topic_score_gemma":0.008192685,"domain_scores_codex":[0.9973779,0.0008769645,0.0004638518,0.000466218,0.0002311624,0.0005839004],"domain_scores_gemma":[0.9988816,0.0001711978,0.0002605979,0.0003817261,0.00008007373,0.0002248141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007210896,0.005454867,0.7340986,0.001271103,0.0001138844,0.00001003562,0.1758243,0.00001731692,0.0001019517,0.03696748,0.0391213,0.006298082],"study_design_scores_gemma":[0.001424304,0.001129273,0.7285608,0.0002062049,0.00001703667,0.000006497581,0.2436961,0.00003077159,0.000003755919,0.001095924,0.02346655,0.0003627626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9226542,0.00303547,0.00001106929,0.008480364,0.004678567,0.001028104,0.00003495013,0.0001789475,0.05989839],"genre_scores_gemma":[0.9955615,0.0001649619,0.0007477475,0.002815498,0.0003850901,0.00004218968,0.00002426411,0.00003324685,0.0002255102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07290735,"threshold_uncertainty_score":0.7859461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02674376770431804,"score_gpt":0.4171495516028801,"score_spread":0.3904057838985621,"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."}}