{"id":"W4402222318","doi":"10.32920/26932375.v1","title":"Fostering Mobility for People Living with Dementia in Suburban Neighborhoods Through Land Use, Urban Design and Wayfinding","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Geography; Urban design; Land use; Environmental planning; Transport engineering; Psychology; Gerontology; Medicine; Civil engineering; Engineering; Architecture","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009697622,0.0001885184,0.0002290535,0.0005635693,0.005762839,0.002398397,0.0005964902,0.0003337929,0.002020963],"category_scores_gemma":[0.001455192,0.0001470922,0.0002068333,0.0006899067,0.003192694,0.001134386,0.004015548,0.0004272103,0.0001561663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003678619,"about_ca_system_score_gemma":0.01078005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3478272,"about_ca_topic_score_gemma":0.7435743,"domain_scores_codex":[0.9993109,0.0003635056,0.0000174076,0.00003736879,0.00006620389,0.0002046627],"domain_scores_gemma":[0.9995351,0.000111223,0.00007886826,0.00003250314,0.00008090174,0.0001613788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004310808,0.0002003906,0.114555,0.0002850119,0.00001673974,0.0007380354,0.7947974,0.0001816071,0.00154267,0.003229213,0.003399251,0.08101151],"study_design_scores_gemma":[0.000008173605,0.00008468351,0.07342508,0.0001868609,0.00001601224,0.0001558587,0.8929465,0.0001123071,0.0002355442,0.001028914,0.03178549,0.00001457108],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824338,0.0004946121,0.0007688196,0.001099224,0.00001309233,0.0000789992,0.00005811474,0.00001164092,0.01504167],"genre_scores_gemma":[0.9961862,0.0005117976,0.001326503,0.0001090361,0.000002606941,0.00005195532,0.00002791315,0.000003803473,0.001780279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3478272,"threshold_uncertainty_score":0.6916052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07237227424979649,"score_gpt":0.3210070234329264,"score_spread":0.2486347491831299,"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."}}