{"id":"W638843832","doi":"","title":"Winter Cycling in North American Cities: Climate and Roadway Surface Conditions","year":2012,"lang":"en","type":"article","venue":"Transportation Research Board 91st Annual MeetingTransportation Research Board","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cycling; Environmental science; Precipitation; Snow; Population; Geography; Meteorology; Climatology; Demography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01106537,0.0004204834,0.0006690663,0.001172919,0.002250515,0.0003023193,0.0007012262,0.0002562952,0.000513288],"category_scores_gemma":[0.0004256858,0.0004520565,0.0001995197,0.004509701,0.004062467,0.002478784,0.00001974139,0.00204683,0.0001007842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003629151,"about_ca_system_score_gemma":0.0005519239,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06209472,"about_ca_topic_score_gemma":0.5686231,"domain_scores_codex":[0.9885113,0.002058373,0.00136707,0.001053208,0.003733221,0.003276793],"domain_scores_gemma":[0.9944505,0.001838655,0.0002492075,0.0004903355,0.001768563,0.0012027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003447383,0.0003369799,0.9319136,0.0002011404,0.00003688828,0.0000419659,0.06285138,0.000163327,0.0002692068,0.002446549,0.0004293688,0.0009649011],"study_design_scores_gemma":[0.0007827891,0.0001509813,0.926622,0.0001437851,0.00002440618,7.998774e-8,0.06502786,0.0000224484,0.0002377049,0.0002693615,0.006279018,0.0004395238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914418,0.0004070179,0.00005728428,0.001734923,0.0002005086,0.001671453,0.0006961961,0.0002339666,0.003556887],"genre_scores_gemma":[0.9959767,0.001426635,0.000680671,0.00009363778,0.0003719411,0.0002618853,0.0005443402,0.00008218323,0.0005619749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5065284,"threshold_uncertainty_score":0.9997931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06599496726980868,"score_gpt":0.4157419757771247,"score_spread":0.349747008507316,"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."}}