{"id":"W2174179710","doi":"10.1139/cgj-2015-0043","title":"Examination of the estimation of relative permeability for unsaturated soils","year":2015,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Natural Resources","funders":"","keywords":"Permeability (electromagnetism); Function (biology); Mathematics; Soil water; Numerical integration; Applied mathematics; Geotechnical engineering; Soil science; Mathematical analysis; Geology; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004609679,0.00006973066,0.0001217852,0.00008698461,0.00004693507,0.00001065881,0.0001434635,0.0001451834,0.000007861182],"category_scores_gemma":[0.0006379694,0.00005119678,0.00006938907,0.0002425114,0.00007081336,0.00012433,0.000005441926,0.0002805778,9.017627e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002771506,"about_ca_system_score_gemma":0.0002948077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005297777,"about_ca_topic_score_gemma":0.0007938653,"domain_scores_codex":[0.999354,0.00004432203,0.0002646513,0.00005711179,0.0001321493,0.0001477354],"domain_scores_gemma":[0.9992506,0.00006954667,0.0000726727,0.0001282818,0.0002818368,0.000197058],"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":[0.00001807516,0.00001445526,0.0001263033,0.00004391479,0.00005008444,0.000001932158,0.0005563439,0.9390031,0.001273062,0.001288669,0.002227218,0.05539687],"study_design_scores_gemma":[0.0005189462,0.00008549289,0.0336314,0.00008805028,0.00004134171,0.00004743543,0.0001439539,0.9538391,0.005445771,0.005167034,0.0008699921,0.0001215161],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692835,0.0002047907,0.02797118,0.0005524481,0.0005903381,0.000320432,0.00005901892,0.00004383402,0.0009744368],"genre_scores_gemma":[0.9991994,0.000003696623,0.0007022562,0.00001489075,0.00003650141,0.00000405421,0.000005165566,0.000009295167,0.00002477814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05527535,"threshold_uncertainty_score":0.2087744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02009168765260378,"score_gpt":0.2243098938923495,"score_spread":0.2042182062397458,"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."}}