{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003501552,0.0003438761,0.0007404113,0.0005904621,0.0004381589,0.00003435285,0.0007103052,0.0002650794,0.0006895962],"category_scores_gemma":[0.0002422484,0.0002663717,0.000258845,0.0009232137,0.00180952,0.00108142,0.00003098317,0.000434264,0.00005501189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002918245,"about_ca_system_score_gemma":0.0001461463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003049242,"about_ca_topic_score_gemma":0.007256658,"domain_scores_codex":[0.9922663,0.0005815169,0.001794441,0.0008644834,0.003318131,0.001175105],"domain_scores_gemma":[0.9961725,0.001105645,0.0004461718,0.0005823369,0.001338292,0.0003550498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004028045,0.0004559073,0.8198193,0.0006465994,0.00008037025,0.000002882288,0.004299887,0.003349606,0.1535935,0.002138262,0.002202472,0.009383203],"study_design_scores_gemma":[0.001940828,0.001196493,0.8414003,0.0003892851,0.00003472745,2.040531e-7,0.001885371,0.001576987,0.1483142,0.001134564,0.001825418,0.0003016804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898314,0.00003080375,0.005908731,0.0005221819,0.0002314372,0.001840064,0.000892205,0.0001093714,0.0006338339],"genre_scores_gemma":[0.9962206,0.000205538,0.002633494,0.000008726709,0.00007583304,0.0003684347,0.000171949,0.00006663315,0.000248729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02158102,"threshold_uncertainty_score":0.9999788,"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."}}