{"id":"W648957244","doi":"","title":"GO LIGHT WITH THE SALT, PLEASE: DEVELOPING INFORMATION SYSTEMS FOR WINTER ROADWAY SAFETY","year":2004,"lang":"en","type":"article","venue":"TR news","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Environmental science; Transport engineering; Meteorology; Business; Aeronautics; Environmental planning; Computer science; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002566505,0.0005982658,0.0003168369,0.00134045,0.002154012,0.006829312,0.0008285329,0.002649258,0.09250166],"category_scores_gemma":[0.01065302,0.0003580529,0.0003023692,0.001687954,0.0009511024,0.01184974,0.001468985,0.002278964,0.05834325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001539165,"about_ca_system_score_gemma":0.002585229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01272142,"about_ca_topic_score_gemma":0.02284056,"domain_scores_codex":[0.9985628,0.0003144228,0.0001334758,0.000097555,0.0007318858,0.0001600374],"domain_scores_gemma":[0.9941391,0.001429406,0.0004200644,0.0006338049,0.002227886,0.001149676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000230264,0.00001787197,0.0006412655,0.00004873828,0.000004717432,0.00002935192,0.0002635669,0.00002996131,0.0004714828,0.001860112,0.9147455,0.08186431],"study_design_scores_gemma":[0.00001021156,0.0000251001,0.0012067,0.00007981247,0.000005860306,0.00002935641,0.0004519412,0.00009102005,0.0002865799,0.001169475,0.9966329,0.00001111698],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007228555,0.009794787,0.02247751,0.5009983,0.02643486,0.0004312214,0.004423471,0.01785571,0.4103555],"genre_scores_gemma":[0.04458234,0.01735124,0.04342946,0.0747797,0.01124582,0.0003066782,0.008614657,0.003902226,0.7957878],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09250166,"threshold_uncertainty_score":0.3094489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007336891390809425,"score_gpt":0.1988419729833414,"score_spread":0.191505081592532,"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."}}