{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008974534,0.0001729552,0.0003385916,0.00003196521,0.0001077285,0.00006794634,0.0002275354,0.0001277691,0.00008884128],"category_scores_gemma":[0.00002020274,0.0001088727,0.00005111114,0.00002363908,0.00007646687,0.0001523339,0.0000490908,0.0002052066,0.00003491375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002096335,"about_ca_system_score_gemma":0.000002335915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009979976,"about_ca_topic_score_gemma":0.00002137781,"domain_scores_codex":[0.9992856,0.00003234803,0.0001996966,0.0001427914,0.00009328179,0.000246217],"domain_scores_gemma":[0.9993983,0.00002614332,0.00004230515,0.0004385278,0.00003499215,0.00005974122],"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":[0.00001733923,0.00004730992,0.01215561,0.00004431236,0.00009455909,0.000001688737,0.0002369336,0.0009412428,0.9659295,0.00001291724,0.003513402,0.01700521],"study_design_scores_gemma":[0.0002858163,0.0000206629,0.04009255,0.00001841973,0.00002510922,0.000001240311,0.000007399271,0.09757093,0.8606027,0.0001686638,0.00105355,0.0001529409],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935163,0.000225291,0.003000476,0.00008166073,0.000544205,0.0000913542,0.00001220457,0.0002016695,0.002326805],"genre_scores_gemma":[0.9986379,0.00000582575,0.001124849,0.000007941524,0.00003002113,0.000007850993,0.00004687506,0.00002614676,0.0001126399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1053268,"threshold_uncertainty_score":0.4439701,"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."}}