{"id":"W2271103675","doi":"","title":"Exploring User Perspectives to Increase Winter Bicycling Mode Share in Edmonton, Canada","year":2016,"lang":"en","type":"article","venue":"Transportation Research Board 95th Annual MeetingTransportation Research Board","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cycling; Odds; Transport engineering; Work (physics); Snow; Baseline (sea); Geography; Engineering; Political science; Computer science; Meteorology","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":[0.002226641,0.0003156312,0.0003372756,0.001250195,0.009412687,0.004160719,0.001088939,0.0007437635,0.004914851],"category_scores_gemma":[0.003550722,0.0002545303,0.0003181296,0.001987846,0.002030819,0.001072294,0.002193226,0.0008416361,0.0002823063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04510115,"about_ca_system_score_gemma":0.0402343,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9879914,"about_ca_topic_score_gemma":0.996339,"domain_scores_codex":[0.9985955,0.0004339252,0.00005130372,0.00015517,0.000301114,0.0004630502],"domain_scores_gemma":[0.9965772,0.0009930567,0.000124268,0.00007508825,0.001225369,0.001005051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002248685,0.0002150729,0.1487409,0.0003789728,0.00004476351,0.002273438,0.7800176,0.0008193374,0.003882127,0.003368493,0.01132659,0.04870782],"study_design_scores_gemma":[0.00001255705,0.00008285964,0.08789863,0.0002466697,0.00002109744,0.0001688526,0.845805,0.0009554944,0.0005758905,0.0002100558,0.06394175,0.00008110888],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758852,0.0004789504,0.0004914195,0.001936941,0.00003247171,0.0000981575,0.0005135449,0.00004318174,0.02051997],"genre_scores_gemma":[0.9857308,0.0005648239,0.001138541,0.0006365973,0.000005502238,0.0000627748,0.0002726714,0.00002757589,0.01156073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04510115,"threshold_uncertainty_score":0.3272333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1308022890344334,"score_gpt":0.4126819712725563,"score_spread":0.281879682238123,"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."}}