{"id":"W2053462223","doi":"10.1177/0013916511402061","title":"Pedestrian-Friendly Environments and Active Travel for Residents of Multifamily Housing","year":2011,"lang":"en","type":"article","venue":"Environment and Behavior","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedestrian; Travel behavior; Active living; Built environment; Quarter (Canadian coin); Perception; Transport engineering; Psychology; Business; Physical activity; Marketing; Geography; Advertising; Engineering; Civil engineering; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001819323,0.0001034374,0.0001464392,0.00002973531,0.0002339803,0.00001198874,0.00008618435,0.00008315962,0.0001418627],"category_scores_gemma":[0.000007285091,0.00009894301,0.00004229993,0.00002241552,0.0004503776,0.0002199001,0.00002483743,0.00005398109,0.000001804467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003129267,"about_ca_system_score_gemma":0.00001145274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001452583,"about_ca_topic_score_gemma":0.0001816652,"domain_scores_codex":[0.999163,0.00002968106,0.0001819902,0.0002493864,0.0001822664,0.0001936696],"domain_scores_gemma":[0.9996727,0.00002841052,0.00009618528,0.0001034385,0.000002772225,0.0000964733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000783617,0.0003524276,0.9639606,0.00001421362,0.00000989578,0.000002696226,0.007691291,5.119882e-8,0.006683598,0.00004371955,0.000006215596,0.0211569],"study_design_scores_gemma":[0.0005791716,0.00009377603,0.98888,0.000008221326,0.0001302198,8.216696e-8,0.002357053,9.502334e-7,0.007463949,0.0001169927,0.00025574,0.0001138064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985555,0.000142314,0.0002978376,0.00001362083,0.00005250409,0.0004829066,0.00003996335,0.000006690132,0.0004086123],"genre_scores_gemma":[0.9978337,0.0002623788,0.001325252,0.000007606048,0.00002982936,0.00004234769,0.000007570683,0.000009523136,0.0004818043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02491941,"threshold_uncertainty_score":0.4034779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04983444894445003,"score_gpt":0.2845479891691554,"score_spread":0.2347135402247054,"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."}}