{"id":"W2084276811","doi":"10.1016/j.iatssr.2014.12.002","title":"Walking to school in Scotland: Do perceptions of neighbourhood quality matter?","year":2015,"lang":"en","type":"article","venue":"IATSS Research","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Neighbourhood (mathematics); Perception; Affect (linguistics); Human factors and ergonomics; Psychology; Geography; Poison control; Attrition; Built environment; Injury prevention; Transport engineering; Demographic economics; Social psychology; Environmental health; Engineering; Medicine; Economics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00131591,0.0001981377,0.0005395357,0.0008260915,0.001087545,0.00167696,0.0005494842,0.0004136227,0.002679658],"category_scores_gemma":[0.006684601,0.0001841214,0.0006924648,0.001641964,0.0008858049,0.0007970553,0.001031804,0.0006005733,0.0002755136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002223979,"about_ca_system_score_gemma":0.001875055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2347847,"about_ca_topic_score_gemma":0.3404837,"domain_scores_codex":[0.9987452,0.0003026586,0.00009289967,0.0001175703,0.0003338475,0.000407819],"domain_scores_gemma":[0.9961233,0.0006392676,0.001730212,0.0001280318,0.0004599174,0.000919232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001361393,0.00009635719,0.9835473,0.00005664693,0.00006172892,0.0002242238,0.006200501,0.00005412407,0.0001097802,0.0001465802,0.000827013,0.008539556],"study_design_scores_gemma":[0.000002841997,0.00008976003,0.9942726,0.00001588527,0.00001215684,0.00003514973,0.00516844,0.00004983194,0.00001111987,0.000032458,0.0003035011,0.000006150562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984607,0.0002078327,0.00002696428,0.0003034657,0.00001044949,0.000005552202,0.000138706,0.000002502796,0.0008439334],"genre_scores_gemma":[0.9995559,0.0001105752,0.00001635402,0.0000462676,0.000005705753,0.000003494502,0.00007658913,0.000001297588,0.0001838413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2347847,"threshold_uncertainty_score":0.4668362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.176670680561763,"score_gpt":0.5034775632039488,"score_spread":0.3268068826421857,"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."}}