{"id":"W581925332","doi":"","title":"STRETCHING PAVEMENT LIFE WITH MICRO-SURFACING","year":2002,"lang":"en","type":"article","venue":"THE APWA REPORTER","topic":"Materials Engineering and Processing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Road surface; Drainage; Forensic engineering; Life expectancy; Engineering; Road construction; Environmental science; Aggregate (composite); Civil engineering; Materials science","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":[0.0005237443,0.0003977823,0.000193455,0.0009389553,0.0005766673,0.0008217178,0.000587487,0.0003447284,0.005017519],"category_scores_gemma":[0.0007967933,0.000160896,0.0002840846,0.0007267981,0.0004666472,0.0005174165,0.0004996107,0.0005221798,0.0008460532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00199202,"about_ca_system_score_gemma":0.002594003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03164008,"about_ca_topic_score_gemma":0.1620241,"domain_scores_codex":[0.9994485,0.00005244903,0.00002711107,0.00005220546,0.0003616794,0.00005795484],"domain_scores_gemma":[0.9993987,0.00008175529,0.00007558092,0.00005836894,0.0003408007,0.00004482444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002838107,0.0002848454,0.05112453,0.0007276718,0.00005881126,0.000481175,0.0007098205,0.01847109,0.128435,0.009677567,0.0240278,0.7657178],"study_design_scores_gemma":[0.00008923194,0.001860045,0.2643149,0.0003529254,0.0001556794,0.001284786,0.003432265,0.02153395,0.2372817,0.009436357,0.4600563,0.0002018645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8096352,0.008176931,0.08507355,0.009162384,0.0007170107,0.0006788275,0.001186989,0.001905673,0.08346342],"genre_scores_gemma":[0.880958,0.004459969,0.07144714,0.001014692,0.00006747797,0.0001684486,0.0005203116,0.0001140944,0.04124986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03164008,"threshold_uncertainty_score":0.06291181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01208139260164025,"score_gpt":0.1668228759573532,"score_spread":0.154741483355713,"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."}}