{"id":"W2182866619","doi":"","title":"Identification of cognitive impairment and mental illness in elderly homeless men","year":2009,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychiatry; Schizophrenia (object-oriented programming); Geriatric Depression Scale; Depression (economics); Medical diagnosis; Cognition; Anxiety; Medicine; Mental illness; Mental health; Medical record; Clinical psychology; Gerontology; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002151226,0.0001187865,0.0003539436,0.0001798764,0.0003114683,0.00001130746,0.00009544664,0.0001073022,0.000006523784],"category_scores_gemma":[0.000009380447,0.0001263529,0.0000303871,0.0002686479,0.00006448141,0.0001328534,0.00001191573,0.0001803215,0.00003386343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002715221,"about_ca_system_score_gemma":0.000313268,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02356792,"about_ca_topic_score_gemma":0.0995362,"domain_scores_codex":[0.9987664,0.0001530075,0.0003523872,0.0002016551,0.0001286198,0.0003979113],"domain_scores_gemma":[0.9993857,0.0000635733,0.00013489,0.0001130516,0.00009656574,0.0002062784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001297295,0.0004167619,0.03801098,0.0003261985,0.00008837107,0.00004031332,0.2532385,0.000003549663,0.01051176,0.01169726,0.001218445,0.6843181],"study_design_scores_gemma":[0.0008680852,0.000101693,0.6521668,0.0002960876,0.00001219489,1.140161e-8,0.3439641,0.00004925756,0.000320054,0.001604883,0.000424648,0.0001922333],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784772,0.0003485626,0.00000551203,0.000225378,0.0001398214,0.0006486719,0.000157442,0.0000137367,0.0199837],"genre_scores_gemma":[0.9978341,0.00008789545,0.000001940694,0.001779508,0.00008638634,0.00005041913,0.00005423617,0.00001216761,0.00009334667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6841259,"threshold_uncertainty_score":0.9829342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0202927704431725,"score_gpt":0.3322030444879184,"score_spread":0.3119102740447459,"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."}}