{"id":"W651670351","doi":"","title":"Effects of Winter Weather and Maintenance Treatments on Highway Safety","year":2006,"lang":"en","type":"article","venue":"Transportation Research Board 85th Annual MeetingTransportation Research Board","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Highway maintenance; Transport engineering; Snow; Crash; Engineering; Meteorology; Computer science; Geography","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":[0.002357383,0.0003674504,0.0004654174,0.0005440565,0.0005430857,0.00007423451,0.0003834367,0.0002402044,0.0006379402],"category_scores_gemma":[0.0001552185,0.0003355466,0.0001488739,0.001126516,0.001529486,0.0005600542,0.00002192141,0.0006499755,0.0002579793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003166895,"about_ca_system_score_gemma":0.00007313111,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0209297,"about_ca_topic_score_gemma":0.01025063,"domain_scores_codex":[0.993197,0.0007985868,0.000960671,0.0009981691,0.002869684,0.001175949],"domain_scores_gemma":[0.997673,0.0009145066,0.0002076923,0.0004255269,0.0004540672,0.0003252045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003989297,0.0008793333,0.8689954,0.000571375,0.000119521,0.0002037379,0.003379838,0.001161552,0.1017277,0.007191765,0.007763376,0.004017049],"study_design_scores_gemma":[0.002184037,0.0007769886,0.9425642,0.0002342736,0.00003496274,7.59281e-7,0.0005760755,0.00003946814,0.04409542,0.00225342,0.006953572,0.0002868417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935653,0.00005712063,0.0002928531,0.0005016471,0.000186871,0.001700989,0.000229471,0.0001136236,0.003352133],"genre_scores_gemma":[0.9965495,0.0001608122,0.001248902,0.00003742773,0.0001051654,0.0002809604,0.0001595754,0.00007279818,0.001384798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07356878,"threshold_uncertainty_score":0.9999096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01435241095811828,"score_gpt":0.2941335734512942,"score_spread":0.2797811624931759,"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."}}