{"id":"W2146112928","doi":"10.1139/t02-060","title":"Measurement of soil-water characteristic curves for fine-grained soils using a small-scale centrifuge","year":2002,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Centrifuge; Soil water; Geotechnical engineering; Suction; Silt; Soil science; Water content; Geology; Materials science; Environmental science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003474696,0.0001940844,0.0003046564,0.0002142998,0.000132775,0.00004649061,0.0002305912,0.000177592,0.0002214714],"category_scores_gemma":[0.0001024646,0.0001617719,0.0001776699,0.0001432494,0.00004379576,0.00007942602,0.00001096304,0.0004154896,0.00001201238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003646727,"about_ca_system_score_gemma":0.00009428118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008238849,"about_ca_topic_score_gemma":0.003655008,"domain_scores_codex":[0.9984772,0.0000256188,0.0004577994,0.0001405079,0.0002257816,0.0006731427],"domain_scores_gemma":[0.9989369,0.00001946527,0.00005451887,0.0001861733,0.0002085038,0.0005944732],"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":[0.0001914371,0.0004403184,0.0009822011,0.003705841,0.001535376,0.0009206727,0.001075334,0.3184033,0.4361978,0.0001653689,0.10064,0.1357423],"study_design_scores_gemma":[0.002215772,0.0002276393,0.00219584,0.002037775,0.0003185684,0.0008632292,0.0000345938,0.9214951,0.02863767,0.0003091713,0.04058758,0.001077064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431077,0.007854387,0.04181192,0.003194631,0.00202092,0.0009537964,0.0002739179,0.0003008953,0.0004818046],"genre_scores_gemma":[0.9987353,0.0001992623,0.0004546592,0.0002010782,0.0003008799,0.00001131896,0.000008805267,0.00004439853,0.0000442814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6030918,"threshold_uncertainty_score":0.6596865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03151219753512188,"score_gpt":0.1999302941585635,"score_spread":0.1684180966234416,"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."}}