{"id":"W2074703514","doi":"10.1139/t07-117","title":"Equations for the entire soil-water characteristic curve of a volume change soil","year":2008,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Geotechnical engineering; Suction; Gravimetric analysis; Soil science; Water retention curve; Soil water; Volume (thermodynamics); Curve fitting; Residual; Environmental science; Mathematics; Geology; Thermodynamics; Chemistry; Statistics; Water retention; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001769281,0.0001216162,0.0001632827,0.0001393025,0.0003068746,0.00003159593,0.0002495244,0.0001447756,0.0001732796],"category_scores_gemma":[0.00008790802,0.00008241558,0.0001358169,0.0001262805,0.00008320151,0.0001072088,0.00001114596,0.0004248667,0.00003688273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001270837,"about_ca_system_score_gemma":0.0001280846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002945353,"about_ca_topic_score_gemma":0.004389138,"domain_scores_codex":[0.9990712,0.00001609139,0.0002710156,0.00008687823,0.0001240824,0.000430726],"domain_scores_gemma":[0.9992895,0.00007246059,0.00003526602,0.0001791835,0.000105741,0.0003179217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002191774,0.0002997227,0.004732329,0.0006013697,0.002108145,0.001691629,0.0114285,0.3046188,0.02938544,0.002310742,0.2337167,0.4088875],"study_design_scores_gemma":[0.0008610332,0.0001512938,0.0227295,0.0001216194,0.0001436455,0.001040692,0.00009637712,0.7915661,0.001658783,0.0004992979,0.1805864,0.0005453046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8565173,0.003419674,0.1179093,0.01410544,0.004763089,0.001450355,0.0007258067,0.0004139566,0.0006949962],"genre_scores_gemma":[0.998625,0.0001784324,0.0000491163,0.000218432,0.0005691752,0.0000502132,0.00002108818,0.00002840651,0.0002601627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4869473,"threshold_uncertainty_score":0.4452512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03144424516401641,"score_gpt":0.2100651074343159,"score_spread":0.1786208622702996,"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."}}