{"id":"W355165949","doi":"","title":"IMPROVING WORK ZONE SAFETY THROUGH ENHANCED TEMPORARY CONDITIONS","year":2002,"lang":"en","type":"article","venue":"","topic":"Safety and Risk Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Toll; Transport engineering; The Internet; Warning system; Work zone; Incident management; Engineering; Computer science; Business; Risk analysis (engineering); Computer security; Telecommunications","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001499375,0.000193699,0.0001845286,0.0001142291,0.0004446185,0.0001882689,0.0002379907,0.00006622972,0.009562129],"category_scores_gemma":[0.00003034594,0.0001654538,0.0001029339,0.0006939167,0.00006209685,0.001678753,0.0002190804,0.0001325931,0.004087212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000277895,"about_ca_system_score_gemma":0.000003713006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005875049,"about_ca_topic_score_gemma":0.00005895045,"domain_scores_codex":[0.9987741,0.000007318014,0.0003276616,0.0003319036,0.0002241887,0.0003348938],"domain_scores_gemma":[0.9993856,0.00003813228,0.0001668625,0.0003373394,0.00006059605,0.00001144757],"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":[0.0001465451,0.000958414,0.006993418,0.0004920706,0.0002679805,0.000083176,0.0003729502,0.0009169328,0.001177303,0.4135933,0.4612989,0.113699],"study_design_scores_gemma":[0.001768145,0.00001647289,0.01084981,0.0001095833,0.0001361287,0.000001483682,0.001137147,0.005090565,0.0003043723,0.00541215,0.9742987,0.0008753987],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01690648,0.0002826128,0.07219763,0.005016651,0.0008725246,0.0005449412,0.000003469952,0.0007550117,0.9034207],"genre_scores_gemma":[0.9696333,0.00008294199,0.001245763,0.006370313,0.001088073,0.00003366184,0.00005390572,0.00003086949,0.02146112],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9527269,"threshold_uncertainty_score":0.9966882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100069613923905,"score_gpt":0.215719197354257,"score_spread":0.1947185012150179,"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."}}