{"id":"W638253731","doi":"","title":"Winter Strategies for 2006-2007: New Technology and More-Effective Materials Can Lead to Safer Winter Roads","year":2006,"lang":"en","type":"article","venue":"Better roads","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SAFER; CITES; Highway maintenance; Lead (geology); Transport engineering; Plan (archaeology); Snow; Environmental planning; Engineering; Environmental science; Geography; Meteorology; Computer science; Archaeology","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":[0.0004298812,0.0003749061,0.0001188026,0.0003464748,0.001045651,0.00154531,0.0005058257,0.0006944693,0.007166404],"category_scores_gemma":[0.0004066985,0.0001038449,0.0002716429,0.0002121805,0.0002017007,0.0007092765,0.000406188,0.0005751424,0.0008964741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00158872,"about_ca_system_score_gemma":0.002362562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02156144,"about_ca_topic_score_gemma":0.1294314,"domain_scores_codex":[0.999819,0.00002355794,0.0000116773,0.00002069904,0.00006878781,0.00005628391],"domain_scores_gemma":[0.9998128,0.00001041428,0.0000404524,0.0000130971,0.00007187753,0.00005146977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003882441,0.0008323866,0.03269712,0.0007201965,0.00009916491,0.0008771488,0.00252229,0.007476784,0.02884215,0.02805195,0.1390438,0.7584488],"study_design_scores_gemma":[0.000116912,0.00102575,0.09126642,0.0003750894,0.0001393354,0.0006515186,0.005838166,0.004953844,0.03351314,0.004720983,0.8573385,0.00006036289],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5202814,0.01032917,0.03090933,0.02846902,0.001993744,0.0005892375,0.001282598,0.001499712,0.4046458],"genre_scores_gemma":[0.8411694,0.004155533,0.04328892,0.002076623,0.0002352678,0.0001149545,0.001263713,0.000156029,0.1075395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02156144,"threshold_uncertainty_score":0.04287189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005564876838409352,"score_gpt":0.2245731607529677,"score_spread":0.2190082839145583,"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."}}