{"id":"W7116948131","doi":"10.1002/alz70861_108713","title":"Environmental design and technology for people living with dementia","year":2025,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Dementia; Independence (probability theory); Level design; Aging in place; Environmental design; Older people; Research design; Elderly people","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":[0.001610491,0.0005262917,0.0002384937,0.0008011219,0.003264172,0.002947979,0.0006789753,0.0007678088,0.006923839],"category_scores_gemma":[0.001675763,0.0001530203,0.0003567588,0.0006816663,0.002929327,0.001170676,0.003830103,0.0004656601,0.0008544058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002912118,"about_ca_system_score_gemma":0.004002711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02448263,"about_ca_topic_score_gemma":0.06859694,"domain_scores_codex":[0.9983777,0.0008903,0.00005302125,0.00008107607,0.0003700705,0.0002280065],"domain_scores_gemma":[0.9994441,0.0001491533,0.00006025983,0.00005736352,0.0001550234,0.0001340696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005045362,0.001788586,0.05480197,0.005039307,0.00009579241,0.002113394,0.1072403,0.001900913,0.01255526,0.03444229,0.06227078,0.7172469],"study_design_scores_gemma":[0.00009792448,0.001629039,0.05690526,0.001417132,0.0001337437,0.001537476,0.09818295,0.0004724445,0.003114274,0.01336273,0.8230749,0.00007200331],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5745445,0.02089177,0.01988784,0.01267275,0.0006257082,0.001113306,0.0003935772,0.0007204945,0.36915],"genre_scores_gemma":[0.9203374,0.008624732,0.01617525,0.001927008,0.00007057501,0.0006019316,0.000230837,0.00007499255,0.05195726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02448263,"threshold_uncertainty_score":0.04868025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234241591147899,"score_gpt":0.2528453639944328,"score_spread":0.2405029480829538,"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."}}