{"id":"W4409799954","doi":"10.11159/icgre25.174","title":"Constitutive Model for Cemented-Soil Based on a Dynamical Systems Approach under Monotonic Loading","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Monotonic function; Constitutive equation; Geotechnical engineering; Computer science; Geology; Engineering; Structural engineering; Mathematics; Finite element method; Mathematical analysis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009140634,0.0003567701,0.000357504,0.0001980637,0.0001118348,0.00005609924,0.0002852457,0.0001113902,0.000003064],"category_scores_gemma":[0.0000225564,0.0002877876,0.0001297616,0.0002037731,0.0000939209,0.0001029732,0.00009994318,0.0003462878,4.527085e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002160077,"about_ca_system_score_gemma":0.00000652711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003191655,"about_ca_topic_score_gemma":0.000001706891,"domain_scores_codex":[0.9987395,0.000002204509,0.0003294218,0.0003367607,0.0002139691,0.0003781792],"domain_scores_gemma":[0.9996015,0.00009208522,0.00005431435,0.0001478592,0.00001176449,0.00009244995],"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":[0.00002650791,0.0000184217,0.00002862735,0.0004879484,0.00006825072,1.263952e-7,0.00000931341,0.9597068,0.01521351,0.02419732,0.00006696637,0.0001762198],"study_design_scores_gemma":[0.0006413066,0.00003440272,0.00008973001,0.0004383551,0.00005206643,0.000002088015,0.00005596465,0.9908281,0.007025196,0.0003490992,0.0002003261,0.0002833925],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4782429,0.0009237975,0.5044944,0.0004180937,0.003147761,0.003676744,0.0003832036,0.001137616,0.007575515],"genre_scores_gemma":[0.9983302,0.00002123863,0.001070875,0.00005600554,0.00002166296,0.0001462318,0.000007436938,0.00003951467,0.0003068137],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5200873,"threshold_uncertainty_score":0.9999574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005438411069935836,"score_gpt":0.1799542716919411,"score_spread":0.1745158606220053,"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."}}