{"id":"W2105804759","doi":"10.1071/sr14258","title":"Weighting the differential water capacity to account for declining hydraulic conductivity in a drying coarse-textured soil","year":2015,"lang":"en","type":"article","venue":"Soil Research","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Universidade de São Paulo; University of Adelaide","keywords":"Hydraulic conductivity; Soil water; Water potential; Pedotransfer function; Context (archaeology); Water retention curve; Soil science; Mathematics; Thermal diffusivity; Water retention; Water content; Environmental science; Geotechnical engineering; Geology; Thermodynamics; 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":[0.002333221,0.0001991706,0.0002637021,0.0002483884,0.0002606516,0.0002098153,0.0004057929,0.0001837324,0.00001949576],"category_scores_gemma":[0.0006305916,0.0001274226,0.00007505026,0.0004287966,0.0001031707,0.0002147864,0.000168855,0.0009901584,0.00009791207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000257924,"about_ca_system_score_gemma":0.00007340383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009041775,"about_ca_topic_score_gemma":0.001722265,"domain_scores_codex":[0.9975177,0.000205027,0.0002840521,0.0003362111,0.0006224129,0.001034618],"domain_scores_gemma":[0.9986454,0.0004742489,0.00001511959,0.0003641828,0.0002767344,0.0002242977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001188628,0.0004630045,0.009970377,0.0007650733,0.0004670265,0.00009366075,0.09271265,0.1477544,0.6122034,0.001888047,0.02759555,0.1048982],"study_design_scores_gemma":[0.003575142,0.0002248057,0.002871132,0.000224058,0.00002602904,0.00001510058,0.00405711,0.660886,0.3075047,0.00732806,0.0124495,0.0008384399],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954875,0.0001151081,0.0004312917,0.0007519407,0.0006734039,0.00048006,0.00000930071,0.0001320926,0.001919372],"genre_scores_gemma":[0.9987838,0.000008033887,0.0001372033,0.00006145045,0.0005142872,0.0002599232,0.0000118141,0.00005372308,0.0001697397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5131316,"threshold_uncertainty_score":0.5196142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1576648888462671,"score_gpt":0.344181190080233,"score_spread":0.1865163012339658,"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."}}