{"id":"W2306528904","doi":"","title":"Comparison of Winter Road Safety Performance Models for Different Classes of Highways","year":2016,"lang":"en","type":"article","venue":"Transportation Research Board 95th Annual MeetingTransportation Research Board","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Road surface; Environmental science; Work (physics); Collision; Engineering; Computer science; Civil engineering","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":[0.001919538,0.001025032,0.0006678661,0.001120806,0.0004427571,0.0008721967,0.001345504,0.0006322848,0.001298118],"category_scores_gemma":[0.003112754,0.0003065115,0.001517813,0.0006527708,0.0003832666,0.0006695454,0.0004781345,0.0005033404,0.0003411677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004988029,"about_ca_system_score_gemma":0.002069417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2565241,"about_ca_topic_score_gemma":0.1624894,"domain_scores_codex":[0.9992386,0.0002307112,0.00005023768,0.0001029431,0.0001689851,0.000208442],"domain_scores_gemma":[0.9977686,0.001003168,0.0002914646,0.0001641265,0.0006789673,0.00009373685],"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":[0.0001240182,0.00005717267,0.01814122,0.00002918045,0.00005076718,0.00002375376,0.00007289435,0.9716547,0.0007029174,0.0005690129,0.0004502802,0.008124093],"study_design_scores_gemma":[0.00001427117,0.0001750936,0.01527836,0.00001278426,0.00004409114,0.0000220545,0.0001499378,0.9821394,0.0010814,0.0005253903,0.0005371898,0.00002001561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629277,0.0002248146,0.02834806,0.0001548815,0.00001937089,0.00007224288,0.001300467,0.000312608,0.00663995],"genre_scores_gemma":[0.9955508,0.00009556282,0.00189074,0.00001037875,0.000004353012,0.00002846034,0.001033537,0.00002770712,0.001358519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2565241,"threshold_uncertainty_score":0.510062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07018073125596003,"score_gpt":0.3668420721196127,"score_spread":0.2966613408636526,"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."}}