{"id":"W6921900632","doi":"10.1016/j.ssmqr.2025.100605","title":"Exploring the neighbourhood physical environment's role on the walking experience of people living with dementia and mild cognitive impairment","year":2025,"lang":"en","type":"article","venue":"SSM - Qualitative Research in Health","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Alzheimer Society of Canada; University of Northern British Columbia; Simon Fraser University","funders":"Alzheimer Society; Alzheimer Society of B.C.; Public Health Agency of Canada","keywords":"Neighbourhood (mathematics); Dementia; Activities of daily living; Aging in place; Thematic analysis; Independent living; Reflexivity; Retirement community; Photovoice","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.009478644,0.0001850267,0.0003732302,0.0002172924,0.002048824,0.00001840153,0.000259493,0.00002980698,0.00003394532],"category_scores_gemma":[0.001461155,0.0001025425,0.00003638762,0.0006971635,0.0006611359,0.0001655285,0.0005493618,0.001311876,0.00001090316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003697349,"about_ca_system_score_gemma":0.0004023359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002926351,"about_ca_topic_score_gemma":0.001287809,"domain_scores_codex":[0.986818,0.01039972,0.0005245478,0.0004426316,0.000834016,0.0009810941],"domain_scores_gemma":[0.9655159,0.03371365,0.0001979864,0.0003197866,0.000155154,0.00009749919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007708239,0.0002374903,0.09645423,0.0006401399,0.00009166868,5.965925e-7,0.8908617,0.000005921153,0.00002239187,0.0091163,0.0000640854,0.002428354],"study_design_scores_gemma":[0.0003610861,0.0003970878,0.4293238,0.003635918,0.0000043317,6.591559e-8,0.5645337,0.00008859649,0.00004670996,0.001533256,0.00001868529,0.00005680184],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858497,0.0005923742,0.0001367881,0.01005396,0.00005600972,0.002147475,0.00001692436,0.00001713089,0.001129669],"genre_scores_gemma":[0.9962521,0.0009204108,0.00007201825,0.0003643856,0.00005149723,0.002222241,0.000001207697,0.00001872342,0.00009738679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3328696,"threshold_uncertainty_score":0.9992504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2939237854566446,"score_gpt":0.5495602350307408,"score_spread":0.2556364495740962,"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."}}