{"id":"W2100077181","doi":"10.1061/(asce)1090-0241(2004)130:2(209)","title":"Soil-Water Characteristic Curve Equation with Independent Properties","year":2004,"lang":"en","type":"article","venue":"Journal of Geotechnical and Geoenvironmental Engineering","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Residual; Soil water; Mathematics; Geotechnical engineering; Saturation (graph theory); Suction; Soil science; Mathematical analysis; 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":[0.00009678363,0.0001536138,0.0001814753,0.00007517282,0.00003073822,0.00003000459,0.00007433767,0.00008420151,0.0000138435],"category_scores_gemma":[0.000005841109,0.0000962217,0.00004152329,0.00004150401,0.00003336544,0.0002298489,0.00002760211,0.0003457201,0.000008874906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009553071,"about_ca_system_score_gemma":0.000004611883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000415605,"about_ca_topic_score_gemma":5.920518e-7,"domain_scores_codex":[0.9992473,0.000004004808,0.0002625561,0.00008467936,0.0002025744,0.0001988556],"domain_scores_gemma":[0.9997789,0.000007166692,0.00003410113,0.00007130596,0.000008406335,0.0001000987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003524544,0.00003368597,0.00003076764,0.00004520506,0.00005183452,0.00005583087,0.000107763,0.9466794,0.05133701,0.00001777589,0.000002133028,0.001603382],"study_design_scores_gemma":[0.006772963,0.002189192,0.1044533,0.001334348,0.0003240186,0.004669708,0.0003249399,0.3952526,0.4789959,0.0004081255,0.003447872,0.001827023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942422,0.0003553989,0.005050899,0.00009905331,0.0001154186,0.00006298881,0.000001611823,0.00005611377,0.00001631208],"genre_scores_gemma":[0.9994976,0.0001881764,0.0001587184,0.00001601494,0.00009724802,0.000004150097,0.000002717497,0.00002454098,0.00001084086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5514268,"threshold_uncertainty_score":0.3923807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006453579659413791,"score_gpt":0.1494248321471696,"score_spread":0.1429712524877559,"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."}}