{"id":"W625507561","doi":"","title":"SAFER ROADS AND ROAD WORK ZONES","year":2003,"lang":"en","type":"article","venue":"Better roads","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rumble; SAFER; Transport engineering; Work (physics); Quarter (Canadian coin); Engineering; Forensic engineering; Geography; Computer science; Computer security","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":[0.001181901,0.000235877,0.0002136491,0.001110334,0.001699568,0.005439345,0.0006072191,0.001589487,0.03541096],"category_scores_gemma":[0.003556737,0.0001307022,0.000211825,0.001078429,0.003255224,0.00316253,0.003148898,0.001186718,0.002195733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001526262,"about_ca_system_score_gemma":0.001575058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004895853,"about_ca_topic_score_gemma":0.0091888,"domain_scores_codex":[0.9987723,0.000513232,0.00004895699,0.000122664,0.0003195608,0.0002232892],"domain_scores_gemma":[0.9979814,0.0005806477,0.0005718882,0.0001574621,0.0002992264,0.0004093202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004876298,0.00005548053,0.005196312,0.0003419424,0.00001822398,0.00030246,0.005915592,0.0005801335,0.0002013576,0.7916418,0.05084795,0.1448501],"study_design_scores_gemma":[0.00002838984,0.00006579732,0.01422049,0.0004199344,0.00001816948,0.0007770151,0.006566825,0.0001720064,0.0001602813,0.2213572,0.7561925,0.00002144953],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09166734,0.1095525,0.007017987,0.1298404,0.002809406,0.00006448813,0.0006132507,0.0001865463,0.6582481],"genre_scores_gemma":[0.8115968,0.06118064,0.003865869,0.008451851,0.002589909,0.000068194,0.000361635,0.00008655846,0.1117986],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03541096,"threshold_uncertainty_score":0.1184615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006420912695364868,"score_gpt":0.1792280867275485,"score_spread":0.1728071740321836,"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."}}