{"id":"W2771895785","doi":"10.3390/w9120942","title":"Comparison of Saturated Hydraulic Conductivity Estimated by Three Different Methods","year":2017,"lang":"en","type":"article","venue":"Water","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Korea Environmental Industry and Technology Institute","keywords":"Hydraulic conductivity; Soil water; TRACER; Soil science; Porosity; Soil test; Geotechnical engineering; Mathematics; Mineralogy; Environmental science; Geology; Materials science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001138955,0.0007513991,0.0005595739,0.00326773,0.0002836972,0.0006066323,0.00068401,0.0006039367,0.0006384185],"category_scores_gemma":[0.003103602,0.0002946833,0.0005561016,0.001649259,0.0003806658,0.001284441,0.0005491941,0.0004752283,0.0002933077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000575206,"about_ca_system_score_gemma":0.0004851554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002560342,"about_ca_topic_score_gemma":0.003745538,"domain_scores_codex":[0.9987947,0.000219928,0.000104039,0.0002782901,0.000512589,0.00009039273],"domain_scores_gemma":[0.9988249,0.0004480697,0.0001522763,0.00009460271,0.0004405288,0.00003959735],"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":[0.001169957,0.0002884917,0.1091809,0.001880047,0.0007467308,0.0002551794,0.0009351849,0.02712203,0.5824402,0.002247456,0.00142331,0.2723104],"study_design_scores_gemma":[0.0001022707,0.0007343333,0.1100393,0.0001322671,0.0006322315,0.0008065262,0.0006858572,0.1905919,0.6863071,0.001936329,0.007564981,0.0004668599],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7764144,0.003578734,0.2117105,0.000114393,0.0001176875,0.0001177382,0.001426238,0.001402837,0.005117466],"genre_scores_gemma":[0.9301236,0.001575844,0.0659242,0.00005205641,0.00003296,0.000164181,0.0009010668,0.00009942366,0.001126752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00326773,"threshold_uncertainty_score":0.006023467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06412909850838416,"score_gpt":0.3522406718598751,"score_spread":0.2881115733514909,"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."}}