{"id":"W2163531684","doi":"10.1111/j.1447-0349.2012.00825.x","title":"Assessing falls risk in older adult mental health patients: A Western Australian review","year":2012,"lang":"en","type":"article","venue":"International Journal of Mental Health Nursing","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Medicine; Mental health; Mental illness; Occupational safety and health; Suicide prevention; Injury prevention; Risk assessment; Poison control; Population; MEDLINE; Health care; Human factors and ergonomics; Gerontology; Psychiatry; Medical emergency; Environmental health","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":[0.002862814,0.0002282668,0.0005767631,0.0003087974,0.0004691808,0.00003528149,0.0003402073,0.0001120533,0.00005996621],"category_scores_gemma":[0.00009444632,0.0002081957,0.00017066,0.0001820783,0.00005320087,0.001462953,0.00005433587,0.001098865,0.00005455574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00369066,"about_ca_system_score_gemma":0.0005152117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004033463,"about_ca_topic_score_gemma":0.0001432638,"domain_scores_codex":[0.9944764,0.001347576,0.002152921,0.0002036877,0.0009931679,0.0008261945],"domain_scores_gemma":[0.9960431,0.00009642301,0.002864144,0.0001372543,0.0003753713,0.0004836791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000198063,0.003607585,0.7078584,0.001023716,0.0000830825,0.000003405285,0.01624439,4.265623e-7,0.00005463389,0.0001128519,0.04469849,0.2261149],"study_design_scores_gemma":[0.004689737,0.0002390619,0.9108836,0.06908396,0.0000159685,0.00005523297,0.00526415,0.00001788922,0.000001815383,0.00008128813,0.009483432,0.0001838636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9114395,0.015819,0.0003031665,0.05562529,0.01417315,0.001730173,0.000181714,0.00003365559,0.0006943067],"genre_scores_gemma":[0.9650475,0.01902772,0.001539184,0.01283549,0.001042899,0.00001518206,0.0002298628,0.0000392973,0.0002229047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2259311,"threshold_uncertainty_score":0.9650949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04263947538215667,"score_gpt":0.4691799353753943,"score_spread":0.4265404599932376,"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."}}