{"id":"W2322663907","doi":"10.1139/cgj-2016-0113","title":"New transient method for determining soil hydraulic conductivity function","year":2016,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; Hong Kong University of Science and Technology; Ministry of Science and Technology of the People's Republic of China","keywords":"Hydraulic conductivity; Hydraulic head; Transient (computer programming); Geotechnical engineering; Boundary (topology); Mechanics; Flux (metallurgy); Boundary value problem; Hydraulics; Suction; Soil science; Geology; Soil water; Environmental science; Mathematics; Engineering; Materials science; Mathematical analysis; Computer science; Physics; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006737277,0.0006002266,0.0006192006,0.002003721,0.0003462039,0.0007511625,0.001102309,0.000743316,0.002660618],"category_scores_gemma":[0.002591016,0.0003072207,0.000488176,0.001181507,0.0004518134,0.001726448,0.0007108936,0.0008458223,0.000873885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007776931,"about_ca_system_score_gemma":0.0008560569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429214,"about_ca_topic_score_gemma":0.002574346,"domain_scores_codex":[0.9990126,0.0001303746,0.00005368267,0.0002215755,0.000533947,0.00004787932],"domain_scores_gemma":[0.9987797,0.0003208157,0.0001291102,0.0001464731,0.0005751631,0.00004871359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002928115,0.0001409202,0.007257204,0.0006560159,0.00007555253,0.0003152763,0.0004275023,0.07621993,0.2010148,0.01603777,0.005970791,0.6915914],"study_design_scores_gemma":[0.0000392836,0.0001470845,0.003705331,0.00003524383,0.00004393638,0.0004906315,0.0001110407,0.9175165,0.06598958,0.003841935,0.007977795,0.0001016854],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007895815,0.0001148877,0.989134,0.00002952325,0.00004815718,0.00004057578,0.0001218832,0.001213184,0.00140188],"genre_scores_gemma":[0.3485763,0.0003999273,0.6449332,0.0001022461,0.00005841429,0.0003602198,0.0006088517,0.0002665619,0.004694166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002660618,"threshold_uncertainty_score":0.008900702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01807641198023061,"score_gpt":0.2294831565654674,"score_spread":0.2114067445852368,"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."}}