{"id":"W4366964168","doi":"10.1051/e3sconf/202338213002","title":"Effect of Soil-Water Characteristic Curve on the Stability of Unsupported Vertical Trenches in Unsaturated Soils","year":2023,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Geotechnical engineering; Hydraulic conductivity; Trench; Soil water; Geology; Suction; Shear (geology); Stability (learning theory); Shear strength (soil); Soil science; Materials science; Engineering; Petrology; Composite material","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":[0.0005839539,0.0001713939,0.0004358539,0.0001445751,0.00001520901,0.0000101353,0.0001970379,0.0001150028,0.0002343611],"category_scores_gemma":[0.0002146538,0.00009375448,0.00007676002,0.0004072993,0.0001851797,0.00005221465,0.00002288835,0.0002059191,0.00001886897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001237303,"about_ca_system_score_gemma":0.0001010388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001036651,"about_ca_topic_score_gemma":0.00007740248,"domain_scores_codex":[0.9987555,0.0001873753,0.0004509811,0.0001482532,0.0002165734,0.0002413204],"domain_scores_gemma":[0.9987655,0.0008450929,0.00004330289,0.0002379084,0.00007114616,0.00003703163],"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":[0.001186515,0.0002726736,0.2056739,0.001994864,0.0004884679,0.00002910683,0.004030325,0.002440382,0.7607486,0.001898581,0.0005363745,0.02070013],"study_design_scores_gemma":[0.0004168456,0.0003388445,0.1456595,0.0001531434,0.00002718469,3.746227e-7,0.0001329842,0.03722392,0.8157733,0.0001244395,0.00003214317,0.0001172955],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975677,0.00002674141,0.000002724256,0.0000940215,0.0002211518,0.0001649735,0.00003575321,0.00007928158,0.001807663],"genre_scores_gemma":[0.9998527,0.00003757433,0.000001145761,0.000003689279,0.00001937976,0.00001716834,0.00004647089,0.00001017916,0.00001172875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06001445,"threshold_uncertainty_score":0.3823197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02096048670788353,"score_gpt":0.2352760806565938,"score_spread":0.2143155939487102,"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."}}