{"id":"W7088385263","doi":"10.1680/jgein.25.00056","title":"Modified AASHTO empirical pavement design method for geosynthetic-reinforced asphalt","year":2025,"lang":"en","type":"article","venue":"Geosynthetics International","topic":"Epigenetics and DNA Methylation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juvenile Diabetes Research Foundation","funders":"","keywords":"Geosynthetics; Asphalt; Parametric statistics; Cracking; Ultimate tensile strength; Reduction (mathematics); Modulus; Design methods","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001001118,0.001091529,0.0004431281,0.0007314622,0.0002646811,0.000543175,0.0008968632,0.000569916,0.006192829],"category_scores_gemma":[0.001686423,0.0003777173,0.0005325772,0.0003402448,0.0002547224,0.0004241026,0.0003146308,0.0006859246,0.001013056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005496353,"about_ca_system_score_gemma":0.001051506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001928339,"about_ca_topic_score_gemma":0.005475807,"domain_scores_codex":[0.9993089,0.0002057237,0.00003683783,0.00007674003,0.0003389835,0.00003269922],"domain_scores_gemma":[0.9993605,0.000211089,0.00007539956,0.0000654074,0.0002745136,0.00001314531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001492413,0.0001669967,0.001646141,0.0003425905,0.00004307121,0.00007901077,0.000232405,0.6294665,0.04314025,0.01488282,0.002026815,0.3078242],"study_design_scores_gemma":[0.00003328822,0.0003117941,0.0009577282,0.00003067894,0.00002507589,0.0001178859,0.00003924851,0.9607661,0.01547523,0.002322886,0.01988345,0.00003670199],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01197013,0.00005926267,0.9825184,0.00002494403,0.00002390762,0.0001602636,0.00005527614,0.0002452886,0.004942512],"genre_scores_gemma":[0.1991774,0.0001631629,0.7906202,0.00003930468,0.0000107461,0.0008032919,0.0001680247,0.0001655812,0.008852215],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006192829,"threshold_uncertainty_score":0.02071708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0374233760071931,"score_gpt":0.3625500386102922,"score_spread":0.3251266626030991,"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."}}