{"id":"W2103438478","doi":"10.1071/ah10932","title":"The state of physical environments in Australian residential aged care facilities","year":2011,"lang":"en","type":"article","venue":"Australian Health Review","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre","funders":"Australian Government","keywords":"Signage; Audit; Environmental audit; Psychological intervention; Built environment; Level design; Walkability; Gerontology; Population health; Environmental health; Medicine; Public health; Business; Nursing; Engineering","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":[0.001440573,0.0001693008,0.0005331087,0.00004838059,0.0005021881,0.000001901529,0.0005615152,0.00009653651,0.0003163087],"category_scores_gemma":[0.0002021255,0.0001227745,0.0001084888,0.0001907289,0.0004344749,0.00006790554,0.0001661176,0.0009562058,0.0001906894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000287183,"about_ca_system_score_gemma":0.0002698001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003246899,"about_ca_topic_score_gemma":0.003402998,"domain_scores_codex":[0.9959813,0.001900741,0.001095294,0.0002555592,0.0002059246,0.000561149],"domain_scores_gemma":[0.9978811,0.0002942044,0.0005618568,0.001086027,0.00004882843,0.0001280582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003333197,0.001003805,0.3735645,0.05787051,0.0001867107,0.00001837847,0.08992172,0.000001992006,0.0001457977,0.006245213,0.1434793,0.3272287],"study_design_scores_gemma":[0.0004426861,0.0001866208,0.6026242,0.003753263,0.00002018042,6.18253e-7,0.006455219,3.892302e-7,0.00008655789,0.0007462886,0.385531,0.0001530421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8038158,0.1101693,0.00004310084,0.05740215,0.0011407,0.01780146,0.0008088909,0.0003756242,0.008442919],"genre_scores_gemma":[0.9363932,0.05222742,0.0001899378,0.0007247846,0.00002249332,0.0004665795,0.0000315988,0.00001593496,0.009928071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3270757,"threshold_uncertainty_score":0.5006597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2068528055519843,"score_gpt":0.4726359186541519,"score_spread":0.2657831131021676,"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."}}