{"id":"W4293009636","doi":"10.3390/designs6050069","title":"Innovative Overview of SWRC Application in Modeling Geotechnical Engineering Problems","year":2022,"lang":"en","type":"article","venue":"Designs","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geotechnical engineering; Degree of saturation; Earthworks; Suction; Civil engineering; Soil water; Water content; Settlement (finance); Saturation (graph theory); Engineering geology; Soil mechanics; Environmental science; Engineering; Mathematics; Computer science; Soil science; Geology; Mechanical engineering","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":[0.0001725793,0.00007833332,0.0001229886,0.0001309637,0.00001855077,0.000003779571,0.000107313,0.0000320623,0.00001161501],"category_scores_gemma":[0.00001028189,0.00008837475,0.000019446,0.0008773378,0.000004276053,0.00004942745,0.0000314442,0.0002535493,0.0000021316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007997717,"about_ca_system_score_gemma":0.00001258981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003650027,"about_ca_topic_score_gemma":0.000003056248,"domain_scores_codex":[0.9994351,0.00001220716,0.0002121147,0.00009993005,0.0001105597,0.0001300898],"domain_scores_gemma":[0.9997982,0.0000216783,0.00001796803,0.0001205348,0.00002582333,0.00001577811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002272491,0.00001463099,0.00006560166,0.00005607757,0.000007279579,9.99559e-7,0.0001602597,0.9714941,0.02467026,0.00126274,0.00002212062,0.002243677],"study_design_scores_gemma":[0.0001300733,0.00001523084,0.0001834532,0.00002124933,0.000002493688,0.000002384777,0.00002981887,0.9971183,0.001613641,0.0002301756,0.0005565748,0.00009662604],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5039018,0.001270009,0.4932923,0.00003675344,0.0001231145,0.0004214677,0.00001295644,0.0003669052,0.0005747086],"genre_scores_gemma":[0.9987729,0.00003433999,0.0009354383,0.00001222367,0.00001374016,0.0001911169,0.0000154844,0.00002033128,0.000004486124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4948711,"threshold_uncertainty_score":0.3603818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04989716929891341,"score_gpt":0.2432201796734196,"score_spread":0.1933230103745062,"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."}}