{"id":"W6980781727","doi":"","title":"Cycling in Winter: Exploring innovative design principles and practices to support all season bicycle commuting for Winnipeg and Winter Cities worldwide","year":2014,"lang":"en","type":"other","venue":"eScholarship@McGill (McGill)","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cycling; Design elements and principles; Work (physics); Climate change; Urban design","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009523148,0.000418492,0.0001592681,0.0005293834,0.002949435,0.003244652,0.0009518425,0.0004181351,0.003911968],"category_scores_gemma":[0.000938754,0.0001249436,0.0002150404,0.000879101,0.001112689,0.001050098,0.001697128,0.0004725739,0.0003008188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004305884,"about_ca_system_score_gemma":0.01317943,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2841487,"about_ca_topic_score_gemma":0.6961629,"domain_scores_codex":[0.9996197,0.0001381704,0.00001193283,0.00004043765,0.00008497361,0.0001047962],"domain_scores_gemma":[0.999685,0.00005499953,0.0000307306,0.0000161917,0.00007387337,0.0001391442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000179392,0.0008965009,0.09137863,0.001087221,0.00005763812,0.0006505361,0.2604025,0.001269388,0.006247988,0.01916648,0.02026784,0.598396],"study_design_scores_gemma":[0.00004822249,0.0007408232,0.1914425,0.001112368,0.0001352362,0.0003352732,0.5546217,0.001597673,0.001622625,0.005287583,0.2430001,0.00005581922],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9135218,0.002040406,0.004926353,0.005063924,0.0000802619,0.0003697609,0.0001655718,0.00009883272,0.07373296],"genre_scores_gemma":[0.9486809,0.00349245,0.01863927,0.0006564201,0.00001606873,0.0002254807,0.0001930359,0.00005995317,0.02803644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7158513,"threshold_uncertainty_score":0.5649896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1264140875927493,"score_gpt":0.3400803768362122,"score_spread":0.2136662892434629,"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."}}