{"id":"W7161968714","doi":"10.82308/12356","title":"Effects of adverse winter weather conditions on highway traffic and driver behavior","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adverse weather; Winter storm; Wind speed; Extreme weather; Hot weather; Traffic speed; Storm","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":[0.0004211321,0.000213397,0.0002324123,0.000351414,0.0003131948,0.001065607,0.0001972117,0.0002921472,0.001854522],"category_scores_gemma":[0.002017481,0.0001464894,0.0003968223,0.0006281242,0.0002366662,0.0004387175,0.0004589497,0.0003810855,0.0002063144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001423256,"about_ca_system_score_gemma":0.001201127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1072446,"about_ca_topic_score_gemma":0.2402043,"domain_scores_codex":[0.9995903,0.00006518019,0.00002684527,0.00007360049,0.0001484678,0.00009563047],"domain_scores_gemma":[0.9985529,0.0003683754,0.0005386133,0.00007716357,0.0003143472,0.0001485656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000128278,0.00007411519,0.9879779,0.00005933439,0.0001517028,0.0001328028,0.0006164364,0.001524946,0.001137529,0.0001869881,0.0005717532,0.007438135],"study_design_scores_gemma":[9.887766e-7,0.00002599938,0.9987783,0.000006678963,0.00001431641,0.00001239424,0.0002514395,0.000329862,0.00007230775,0.00003502932,0.0004697186,0.000002969988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961248,0.0002737506,0.0002259857,0.00009228088,0.000015494,0.00001131488,0.0009327164,0.000007060156,0.00231661],"genre_scores_gemma":[0.9977088,0.0004055734,0.0001642893,0.00002349567,0.00002063631,0.00001046409,0.0009195071,0.000003559823,0.0007436527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1072446,"threshold_uncertainty_score":0.2132406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002953476528685306,"score_gpt":0.2050710229370507,"score_spread":0.2021175464083654,"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."}}