{"id":"W4415648568","doi":"10.2196/76777","title":"Urban Environment and Outdoor Walking Mobility Among Older Adults With and Without Cognitive Impairment in Singapore: Formative Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation Singapore; Nemzeti Fejlesztési Minisztérium; National Research Foundation","keywords":"Socioeconomic status; Formative assessment; Cognition; Exploratory research; Urban environment; Urbanization; Cognitive impairment; Comorbidity","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001754806,0.0006984836,0.0006070947,0.001145696,0.0008185519,0.0008678731,0.0004602004,0.0005341618,0.001408896],"category_scores_gemma":[0.00197516,0.0003829074,0.001363397,0.001134674,0.0004353655,0.0008448794,0.001495528,0.00059055,0.0004272289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007419034,"about_ca_system_score_gemma":0.001013295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01064995,"about_ca_topic_score_gemma":0.01958759,"domain_scores_codex":[0.9992518,0.0002233048,0.000154686,0.0001219584,0.0001237399,0.0001244361],"domain_scores_gemma":[0.9990209,0.0001226165,0.0003234217,0.0001022306,0.000252912,0.0001778115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001722066,0.0003874406,0.993992,0.00005600762,0.00009232898,0.0000914054,0.002176543,0.000030212,0.00009684866,0.00001191678,0.0001461539,0.002746813],"study_design_scores_gemma":[0.00002113776,0.0009688263,0.9935823,0.00001956789,0.00005050836,0.00008992906,0.004809016,0.00006433943,0.00005500573,0.00001157441,0.0003196004,0.000008188685],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992105,0.00005556046,0.00004279587,0.00001269663,0.000003490811,0.0000836901,0.0003225853,0.000001798597,0.0002668846],"genre_scores_gemma":[0.9981663,0.00009181035,0.0001734778,0.0000447235,0.000009090368,0.0003111486,0.0008110565,0.000001644058,0.0003908821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01064995,"threshold_uncertainty_score":0.02117592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03679962788777748,"score_gpt":0.4361258922828903,"score_spread":0.3993262643951128,"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."}}