{"id":"W3083727409","doi":"10.1061/jtepbs.0000449","title":"Spatial Transferability Testing of Dummy Variable Winter Weather Model Using Traffic Data Collected from Five Geographically Dispersed Weigh-in-Motion Sites in Alberta Highway Systems","year":2020,"lang":"en","type":"article","venue":"Journal of Transportation Engineering Part A Systems","topic":"Traffic and Road Safety","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Transferability; Traffic count; Truck; Environmental science; Weigh in motion; Transport engineering; Raw data; Geography; Meteorology; Computer science; Engineering; Traffic congestion","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003917161,0.0002703074,0.0007635655,0.0002411504,0.00001820915,0.00002612981,0.0002900634,0.0001835772,0.00001085081],"category_scores_gemma":[0.00006741386,0.0002621301,0.0001051838,0.0005776972,0.00001987365,0.0003948487,0.000004052179,0.0003880949,4.970506e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001442915,"about_ca_system_score_gemma":0.00009333999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00107666,"about_ca_topic_score_gemma":0.0007337818,"domain_scores_codex":[0.9974583,0.00006423426,0.001596573,0.0002704649,0.0003443274,0.0002660431],"domain_scores_gemma":[0.9990454,0.0002534931,0.0002068333,0.0002213961,0.0001340153,0.0001388386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009285397,0.00007166304,0.01421802,0.0005942276,0.0001349917,0.00001722336,0.002722112,0.9724493,0.009624247,0.00002322931,0.00002239195,0.00002973631],"study_design_scores_gemma":[0.00132059,0.00005474003,0.02373704,0.0009132715,0.0001068551,0.000005549873,0.0001865154,0.9733046,0.00005463432,9.484484e-7,0.0000849656,0.0002303162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7504064,0.0003767336,0.2480351,0.00002275058,0.0005651613,0.0002935892,0.0002262868,0.00006302426,0.00001092119],"genre_scores_gemma":[0.9966376,0.00002130571,0.002957966,0.000002920922,0.0001786446,0.000007068618,0.000136748,0.00005396071,0.000003757893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2462312,"threshold_uncertainty_score":0.9999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02526623950613536,"score_gpt":0.2042833074392791,"score_spread":0.1790170679331438,"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."}}