{"id":"W2020129548","doi":"10.1016/j.healthplace.2011.02.006","title":"Income disparities in perceived neighborhood built and social environment attributes","year":2011,"lang":"en","type":"article","venue":"Health & Place","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":227,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute","keywords":"Walkability; Recreation; Built environment; Ethnic group; Level design; Pedestrian; Environmental health; Geography; Socioeconomic status; Household income; Socioeconomics; Scale (ratio); Gerontology; Psychology; Medicine; Sociology; Political science; Population; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006560907,0.00009486161,0.0002019009,0.00003742387,0.0004926369,0.00002466309,0.0001344673,0.00008655842,0.000326135],"category_scores_gemma":[0.00001700544,0.00009403454,0.00002781882,0.00007977336,0.0003123799,0.0002094093,0.00002758188,0.0001586241,0.00001375393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001815912,"about_ca_system_score_gemma":0.0001819491,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02651113,"about_ca_topic_score_gemma":0.02164229,"domain_scores_codex":[0.9987438,0.0001698779,0.0002405803,0.0002315132,0.0002010528,0.0004131721],"domain_scores_gemma":[0.9996287,0.00006775291,0.00007420198,0.00008812419,0.000009383024,0.0001318185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002512387,0.00007698017,0.9643992,0.00004841815,0.00000248897,0.000002589018,0.03200627,1.482877e-7,0.000002108919,0.002378489,0.0001005214,0.0009576592],"study_design_scores_gemma":[0.0002659015,0.00003374549,0.9926242,0.00001474703,0.000003062208,1.072013e-7,0.00244477,0.000007189269,0.000002277629,0.001955729,0.002548668,0.00009957515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925991,0.0005884795,0.00004764505,0.004476835,0.00008614673,0.0002619726,0.00002407092,0.00003961406,0.001876163],"genre_scores_gemma":[0.9987226,0.0003186025,0.0001624768,0.0003789218,0.00009301008,0.00001636862,0.000008732787,0.00000645543,0.0002928692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02956151,"threshold_uncertainty_score":0.9962102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05711262529661557,"score_gpt":0.3039054013132201,"score_spread":0.2467927760166045,"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."}}