{"id":"W4412437341","doi":"10.1139/cjce-2024-0545","title":"Comprehensive assessment of friction characteristics and durability of common pavement markings and materials using three-wheel polishing","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Tunneling and Rock Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Durability; Polishing; Forensic engineering; Engineering; Structural engineering; Materials science; Geotechnical engineering; Environmental science; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0005493679,0.0003036628,0.0002437104,0.0006542017,0.0003067273,0.0003827773,0.0002836648,0.0003125452,0.0005573659],"category_scores_gemma":[0.0008640054,0.0001611945,0.000275428,0.0004447872,0.0002768974,0.0004041766,0.0002659259,0.0002635879,0.0001490905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002793958,"about_ca_system_score_gemma":0.0001807723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002202697,"about_ca_topic_score_gemma":0.006941326,"domain_scores_codex":[0.9995877,0.0000362069,0.00003871006,0.00006809175,0.000226367,0.00004292339],"domain_scores_gemma":[0.9992931,0.0001231115,0.000187831,0.00006929032,0.0002830537,0.00004361626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001764116,0.000045669,0.02963648,0.0001263086,0.00002176818,0.0001018535,0.0002572651,0.0006265861,0.9557406,0.00005204523,0.00004825628,0.01316681],"study_design_scores_gemma":[0.000004113874,0.001250194,0.2237833,0.00002270321,0.00007116952,0.0004759277,0.0006508796,0.002859983,0.7693903,0.00005021647,0.001405304,0.00003589175],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973294,0.0003234547,0.00197061,0.000005279807,0.000003395189,0.00001313361,0.00006124067,0.0000145771,0.0002789654],"genre_scores_gemma":[0.9976425,0.000169814,0.001753187,0.000005029392,0.000001265076,0.00000656651,0.00007808696,0.00000542215,0.0003381272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002202697,"threshold_uncertainty_score":0.004379749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072896291654137,"score_gpt":0.2173898236630612,"score_spread":0.2066608607465198,"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."}}