{"id":"W4387253166","doi":"10.1080/23748834.2023.2260133","title":"Measuring walkability and bikeability for health equity and intervention research: a scoping review","year":2023,"lang":"en","type":"review","venue":"Cities & Health","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; University of Ottawa; Memorial University of Newfoundland; University of Saskatchewan; Université de Sherbrooke","funders":"Public Health Agency; Université de Sherbrooke","keywords":"Walkability; Neighbourhood (mathematics); Built environment; Audit; Health equity; Equity (law); Psychological intervention; Level design; Environmental health; Geography; Gerontology; Medicine; Psychology; Public health; Business; Physical activity; Nursing; Political science; Computer science; Accounting; Engineering; Physical therapy","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":[0.04018186,0.002033344,0.007530067,0.01619322,0.001181393,0.005395197,0.002167702,0.003226375,0.004324778],"category_scores_gemma":[0.1193803,0.001429774,0.009376419,0.01502805,0.001248124,0.004358476,0.002885242,0.002134052,0.0007055609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00463587,"about_ca_system_score_gemma":0.0225917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007130214,"about_ca_topic_score_gemma":0.01819762,"domain_scores_codex":[0.9685379,0.01520841,0.009615817,0.001158087,0.004946528,0.0005332581],"domain_scores_gemma":[0.912007,0.06916451,0.00890107,0.001734034,0.00780843,0.000384965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001325797,0.00006573713,0.0009162744,0.7818303,0.004943548,0.00005444277,0.0003948366,0.0002525343,0.0001801701,0.001428385,0.003306335,0.2064948],"study_design_scores_gemma":[0.0001076512,0.0001903059,0.002422749,0.9508309,0.01726786,0.0001541371,0.0003669364,0.0001524923,0.0001871073,0.0009496174,0.02733489,0.00003531106],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004990482,0.9960676,0.0007931832,0.000497727,0.0002554421,0.0009830809,0.0001998169,0.00001130726,0.000692715],"genre_scores_gemma":[0.006367418,0.9871036,0.003182922,0.0004776492,0.0001451056,0.002286348,0.0002643836,0.000008263031,0.0001643191],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04018186,"threshold_uncertainty_score":0.2125045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7055809637527103,"score_gpt":0.6152793770076183,"score_spread":0.09030158674509203,"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."}}