{"id":"W2140648520","doi":"10.3141/1897-19","title":"Safety Evaluation of Permanent Raised Snow-Plowable Pavement Markers","year":2004,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Crash; Transport engineering; Traffic volume; Snow; Environmental science; Traffic speed; Poison control; Meteorology; Geography; Engineering; Computer science; Environmental health; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01205344,0.0002184046,0.0003864095,0.0004994709,0.0005040174,0.00006148504,0.000846353,0.0001501446,0.003184991],"category_scores_gemma":[0.0002452201,0.0001710757,0.0003294974,0.001580473,0.0009497395,0.0007220236,0.00001476929,0.0009006388,0.00007526579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001214275,"about_ca_system_score_gemma":0.0005790557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01759898,"about_ca_topic_score_gemma":0.03483984,"domain_scores_codex":[0.9883935,0.001495704,0.001589123,0.0003920919,0.007429457,0.0007000504],"domain_scores_gemma":[0.9965557,0.0003569543,0.0006245532,0.0005004314,0.001674421,0.0002878928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004116163,0.0007869687,0.7558994,0.0002456071,0.0002990129,0.00004749797,0.005162614,0.1074146,0.1086321,0.001713116,0.003688619,0.01199425],"study_design_scores_gemma":[0.003588392,0.000512663,0.9617727,0.0002935833,0.00009530269,0.000001032253,0.001400888,0.0001370418,0.02248834,0.006121129,0.003423246,0.0001657105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948102,0.00004812762,0.0006519035,0.001700046,0.0006920045,0.001448841,0.00004761356,0.00001580707,0.0005855037],"genre_scores_gemma":[0.9977447,0.0002954224,0.001611874,0.0000226053,0.00008859884,0.00006948241,0.00002495321,0.00003754684,0.0001047494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2058732,"threshold_uncertainty_score":0.9977263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06889888924958923,"score_gpt":0.3546257072603773,"score_spread":0.2857268180107881,"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."}}