{"id":"W2331519150","doi":"10.1097/01.ede.0000391902.48815.e4","title":"An Interactive Route Planner Incorporating Air Pollution and Cycling Determinants to Facilitate and Promote Cycling in Metro Vancouver, Canada","year":2010,"lang":"en","type":"article","venue":"Epidemiology","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Planner; Transport engineering; Cycling; Greenhouse gas; Public transport; Sustainable transport; Computer science; Operations research; Environmental economics; Engineering; Sustainability; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002712614,0.0001267594,0.0003662506,0.00008160607,0.000275957,0.00001110179,0.0001351836,0.0001363131,0.000007847151],"category_scores_gemma":[0.002082539,0.000115157,0.00001917074,0.0001452832,0.0001882285,0.0003957375,0.000033891,0.0003592473,5.169669e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001085685,"about_ca_system_score_gemma":0.0002141765,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.766588,"about_ca_topic_score_gemma":0.9982558,"domain_scores_codex":[0.9981956,0.0004499526,0.000449819,0.0004343543,0.00008122249,0.0003890775],"domain_scores_gemma":[0.9987329,0.000700063,0.0001775324,0.0001326487,0.00003845236,0.000218365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003424143,0.00001296581,0.9873658,0.000007746639,0.000003911179,0.00001027036,0.002873955,0.00007543831,0.0005195152,0.00006427904,0.00005084471,0.00898107],"study_design_scores_gemma":[0.0002158232,0.0000577405,0.9887664,0.00002812615,0.000007361551,4.080139e-7,0.002731798,0.001732033,0.0001451457,0.005086093,0.001041669,0.0001873993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997355,0.00003734829,0.0003490581,0.0009622634,0.0008536597,0.0002344095,0.00002850703,0.00002489944,0.0001548188],"genre_scores_gemma":[0.9959579,0.000004160664,0.003157831,0.0006833074,0.0001257287,0.00001205909,0.000005599506,0.00000615626,0.00004733191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2316679,"threshold_uncertainty_score":0.4695967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04406651761202606,"score_gpt":0.344063544156088,"score_spread":0.299997026544062,"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."}}