{"id":"W4248678978","doi":"10.32920/ryerson.14655243","title":"Use of single vehicle collisions to model fatigue-related crashes on rural two-lane highways","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Crash; Transport engineering; Liability; Poison control; Work (physics); Computer science; Engineering; Business; Environmental health; Medicine; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00005484704,0.000331916,0.0004452349,0.0001592285,0.00004829036,0.0001044486,0.0002241544,0.0002681526,0.00004946352],"category_scores_gemma":[0.0000619575,0.000306999,0.0001465547,0.0001701618,0.00002342429,0.00009975022,0.0002810477,0.0005056504,0.00001112816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001805803,"about_ca_system_score_gemma":0.00004677341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003318103,"about_ca_topic_score_gemma":0.00008330111,"domain_scores_codex":[0.9986816,0.00001708459,0.0004374178,0.0002820773,0.0002352641,0.0003465567],"domain_scores_gemma":[0.999016,0.0000732727,0.00005753931,0.0005775227,0.0001526419,0.0001229897],"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":[0.000008642226,0.00002328296,0.0002048878,0.00007196089,0.00007630686,0.000009126995,0.0004685425,0.9030992,0.09285259,0.0004165588,0.00218678,0.0005821537],"study_design_scores_gemma":[0.0003165711,0.00006366166,0.001394175,0.001110322,0.00005736854,0.000002919944,0.0002318102,0.8059749,0.1896257,0.0004425581,0.000180531,0.0005994462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638442,0.0000482526,0.02866751,0.00007762078,0.00183425,0.0003015928,0.00006930481,0.0005718335,0.004585466],"genre_scores_gemma":[0.9824396,0.00002813977,0.01677559,0.00004937061,0.0001100495,0.00002669088,0.00007493184,0.00006909449,0.0004265518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09712426,"threshold_uncertainty_score":0.9999382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04224582850426879,"score_gpt":0.2513158155930862,"score_spread":0.2090699870888174,"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."}}