{"id":"W2538121279","doi":"10.3141/2578-04","title":"Validation of Long-Term Pavement Performance Prediction Models for Resilient Modulus of Unbound Granular Materials","year":2016,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Saskatchewan","funders":"","keywords":"California bearing ratio; Subgrade; Geotechnical engineering; Gradation; Modulus; Granular material; Range (aeronautics); Material properties; Triaxial shear test; Environmental science; Materials science; Engineering; Computer science; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.005444275,0.0002207446,0.0004534196,0.0008777278,0.0002221824,0.00003755363,0.000616477,0.000157898,0.0001928556],"category_scores_gemma":[0.00006409738,0.0001542519,0.0002352981,0.0008489456,0.0003502175,0.001330637,0.000005510708,0.0003909818,0.000003693938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003420907,"about_ca_system_score_gemma":0.0002698094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002039873,"about_ca_topic_score_gemma":0.0005610749,"domain_scores_codex":[0.9936175,0.0004042608,0.002017068,0.0002658075,0.003109577,0.0005858407],"domain_scores_gemma":[0.9949358,0.0003795224,0.0005761308,0.0004410252,0.003511184,0.0001563191],"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":[0.002343349,0.0003266459,0.2406033,0.003079653,0.0003188471,0.000005116853,0.002291372,0.1271708,0.6052999,0.001029699,0.0008482912,0.01668297],"study_design_scores_gemma":[0.001957479,0.000803515,0.4921492,0.000896928,0.00006837459,1.804672e-7,0.0001421386,0.003240459,0.4993775,0.001169866,0.00007704182,0.0001172304],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492695,0.0001253075,0.04767627,0.0002197619,0.0006787494,0.001692384,0.0002900755,0.00002568677,0.00002231501],"genre_scores_gemma":[0.9962173,0.00216466,0.001035711,0.000002969344,0.0001255642,0.0001764241,0.0000637284,0.00005540576,0.0001582697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.251546,"threshold_uncertainty_score":0.6290212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08502845692674083,"score_gpt":0.3496922106163187,"score_spread":0.2646637536895779,"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."}}