{"id":"W2002479218","doi":"10.3328/ijge.2009.03.02.303-311","title":"Environmental influences on the engineering behavior of unsaturated undisturbed subgrade soils: effect of soil suctions on resilient modulus","year":2009,"lang":"en","type":"article","venue":"International Journal of Geotechnical Engineering","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Oklahoma Department of Transportation","keywords":"Geotechnical engineering; Subgrade; Suction; Soil water; Modulus; Soil test; Soil science; Environmental science; Geology; Materials science; Engineering; Composite material","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":[0.0002512155,0.0002211217,0.0002990634,0.0003019804,0.00002103404,0.00002133769,0.0004558791,0.0001297652,0.00001377649],"category_scores_gemma":[0.0001924844,0.000158498,0.0002116545,0.0001954607,0.00003965238,0.0001178109,0.00002057023,0.0006339763,0.000002664802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00016174,"about_ca_system_score_gemma":0.00001224301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005629666,"about_ca_topic_score_gemma":3.653268e-7,"domain_scores_codex":[0.9984941,0.0000217841,0.0005980261,0.0001124619,0.0005871492,0.0001864493],"domain_scores_gemma":[0.9992605,0.0002783895,0.0001537932,0.0001734382,0.00005773067,0.00007609099],"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":[0.00008974916,0.00007138344,0.00006166222,0.00001104658,0.0001162442,0.00002778448,0.00002973912,0.8901571,0.1061888,0.0002558229,0.00004065541,0.002950049],"study_design_scores_gemma":[0.001183071,0.001366487,0.05708583,0.0007229619,0.0001268624,0.000192711,0.0000277106,0.4010129,0.5375825,0.00003930995,0.0002904792,0.0003691272],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978687,0.0001972789,0.0006732091,0.000187605,0.0008291483,0.0001089804,0.0000193157,0.00007262063,0.00004309917],"genre_scores_gemma":[0.9996029,0.00009473002,0.00009996832,0.00001663933,0.0001476069,0.000006367867,0.000004205774,0.00002182606,0.00000581629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4891442,"threshold_uncertainty_score":0.6463363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004954685376928043,"score_gpt":0.2124439171408955,"score_spread":0.2074892317639674,"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."}}