{"id":"W2095019248","doi":"10.1016/j.healthplace.2011.04.010","title":"“Walkable by Willpower”: Resident perceptions of neighbourhood environments","year":2011,"lang":"en","type":"article","venue":"Health & Place","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Dalhousie University; University of Alberta","funders":"Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada","keywords":"Walkability; Neighbourhood (mathematics); Perception; Psychology; Built environment; Food choice; Community design; Physical activity; Geography; Environmental health; Transport engineering; Applied psychology; Social psychology; Medicine; Computer science; Ecology; Engineering; Physical medicine and rehabilitation","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001515849,0.0001922077,0.0001925456,0.0004450311,0.002134515,0.001682648,0.0003514008,0.0008112252,0.003400214],"category_scores_gemma":[0.004377066,0.0001935447,0.0003472925,0.0002982353,0.001601485,0.001150809,0.001831035,0.001077657,0.0002103268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000842196,"about_ca_system_score_gemma":0.001088607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02053567,"about_ca_topic_score_gemma":0.05451811,"domain_scores_codex":[0.9991289,0.0004064836,0.00004853934,0.0000454592,0.0001284155,0.0002421987],"domain_scores_gemma":[0.9976792,0.0004110578,0.0005694829,0.00007290771,0.0004049847,0.000862474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003242283,0.0004637224,0.6169193,0.0001524794,0.0001024087,0.0008003397,0.3589695,0.0002153253,0.00131181,0.002812594,0.002931625,0.01499664],"study_design_scores_gemma":[0.00001168598,0.000240897,0.3004381,0.00007779037,0.00003308501,0.0003129748,0.6918583,0.000213185,0.0001983225,0.0004389219,0.006145257,0.00003157677],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957784,0.00005898873,0.00007444122,0.0003707277,0.00001512616,0.000006103844,0.00001529749,0.000002090973,0.00367886],"genre_scores_gemma":[0.9993097,0.00004211993,0.00005927096,0.0000928377,0.000004402281,0.000003350022,0.0000145766,0.000001410261,0.0004723493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02053567,"threshold_uncertainty_score":0.04083228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631379956737382,"score_gpt":0.3050079492203074,"score_spread":0.2786941496529336,"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."}}