{"id":"W4404740012","doi":"10.1061/jtepbs.teeng-8545","title":"Naturalistic Experiment for Surface Transportation: A Study of Snowplow Lighting under Winter Conditions","year":2024,"lang":"en","type":"article","venue":"Journal of Transportation Engineering Part A Systems","topic":"Traffic control and management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Environmental science; Atmospheric sciences; Meteorology; Geography; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006025606,0.0007354267,0.001191808,0.0003553514,0.00149323,0.001064385,0.001075049,0.000997819,0.002336757],"category_scores_gemma":[0.01293606,0.0007747149,0.0008122022,0.0002898689,0.001156638,0.0008024868,0.0008237549,0.001317501,0.0005635837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008410497,"about_ca_system_score_gemma":0.001235311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005633403,"about_ca_topic_score_gemma":0.008943697,"domain_scores_codex":[0.9956256,0.0026694,0.0002026189,0.0006494544,0.0005775624,0.0002754264],"domain_scores_gemma":[0.9914542,0.004439473,0.001306485,0.001295889,0.0007143314,0.0007895629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.0716766,0.3084713,0.2025345,0.002799794,0.001100477,0.00320917,0.1230653,0.005353233,0.177638,0.004586557,0.01156257,0.08800264],"study_design_scores_gemma":[0.01219818,0.367283,0.5451825,0.0002387327,0.0004327801,0.001314783,0.01868405,0.01335398,0.01241909,0.006080711,0.02227441,0.0005377536],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963039,0.00003080383,0.00106562,0.00005185616,0.00001861419,0.001232626,0.0001536097,0.00002298903,0.001119894],"genre_scores_gemma":[0.975298,0.00007891983,0.009702756,0.000387179,0.00003638504,0.01071762,0.0006601735,0.00004435554,0.00307473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006025606,"threshold_uncertainty_score":0.03186685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01366805684560023,"score_gpt":0.242138286321686,"score_spread":0.2284702294760858,"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."}}