{"id":"W567082281","doi":"","title":"PAVEMENT DEGRADATION : HOW OTHER CITIES ARE DEALING WITH IT","year":2002,"lang":"en","type":"article","venue":"THE APWA REPORTER","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forensic engineering; Transport engineering; Asphalt pavement; Civil engineering; Engineering; Asphalt; Aggregate (composite); Environmental science; Geography; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002321916,0.0001118403,0.00008504968,0.00003563413,0.00007775776,0.00004966033,0.00007210981,0.00002601167,0.0005584873],"category_scores_gemma":[0.000005187356,0.00007196385,0.00002256465,0.00006699542,0.00002213414,0.0002013978,0.00001026159,0.00006579553,0.00004903506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000056035,"about_ca_system_score_gemma":0.00000266799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005797934,"about_ca_topic_score_gemma":0.0000492315,"domain_scores_codex":[0.9992775,0.00001185071,0.0001702776,0.0001027245,0.0002801168,0.0001574987],"domain_scores_gemma":[0.9995434,0.00001334972,0.0001004734,0.0002842874,0.00003695469,0.00002158782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008442534,0.0002910713,0.2752748,0.0009898572,0.002237351,0.0002273997,0.03157659,0.3478791,0.02989547,0.003189329,0.1846999,0.1236548],"study_design_scores_gemma":[0.001519951,0.0002185023,0.03425846,0.0003871036,0.0002843274,0.0001436007,0.004288984,0.7815316,0.05351039,0.0003897567,0.1223383,0.001128985],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701616,0.0001580369,0.01632963,0.001958762,0.0001923351,0.0003705609,0.000002141438,0.0002426097,0.01058436],"genre_scores_gemma":[0.9958542,0.0000224087,0.0003845543,0.0002649159,0.000113565,0.00005058823,0.000006389665,0.00002893095,0.003274466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4336525,"threshold_uncertainty_score":0.6115044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04488898874903215,"score_gpt":0.2206687353123485,"score_spread":0.1757797465633164,"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."}}