{"id":"W4385653501","doi":"10.11159/ijci.2023.006","title":"Methods of Asphalt Petrology: Determination of Permeability","year":2023,"lang":"en","type":"article","venue":"International Journal of Civil Infrastructure","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asphalt; Permeability (electromagnetism); Geology; Petrology; Materials science; Chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001050231,0.0001060257,0.0002441289,0.0004484361,0.00001266907,0.000008656315,0.0003600151,0.00009231008,0.0004255133],"category_scores_gemma":[0.0002841873,0.00009647729,0.0001216869,0.0002344748,0.00006503756,0.0003347986,0.00004202043,0.0002094271,0.000003146989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001167102,"about_ca_system_score_gemma":0.00006558141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001368443,"about_ca_topic_score_gemma":0.000006599737,"domain_scores_codex":[0.9983927,0.00007978088,0.0007540805,0.00007177315,0.0005880708,0.0001135665],"domain_scores_gemma":[0.998567,0.0001618397,0.0004678025,0.0001138835,0.0006520859,0.00003739092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001935766,0.00006211726,0.06798939,0.0003260435,0.0005472387,0.0000176422,0.002904039,0.3594019,0.2635438,0.0008084868,0.002930335,0.3012755],"study_design_scores_gemma":[0.001488474,0.000288977,0.5089261,0.0001641665,0.00009127194,0.0001069182,0.0002697779,0.312216,0.1552047,0.0184554,0.002583117,0.0002050739],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.907506,0.0001096531,0.08866377,0.0001521086,0.002261952,0.0000770728,0.00001952752,0.00003306742,0.001176807],"genre_scores_gemma":[0.9835684,0.0000951592,0.01606055,0.00001728241,0.0002123618,0.000001994953,0.00001249139,0.00001355174,0.00001818373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4409367,"threshold_uncertainty_score":0.4659072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01510282059972856,"score_gpt":0.3363479422057922,"score_spread":0.3212451216060637,"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."}}