{"id":"W4405224881","doi":"10.1139/cgj-2024-0244","title":"Modelling the thermo-mechanical behavior of saturated fine-grained soils","year":2024,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Geotechnical engineering; Soil water; Geology; Materials science; Environmental science; Soil science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001195089,0.0006095826,0.0004496503,0.0004768444,0.0002859004,0.0006589464,0.0009522508,0.001053768,0.001223015],"category_scores_gemma":[0.0003479051,0.000302206,0.0004508834,0.0005096464,0.0004806052,0.0006949976,0.0003573387,0.0003649255,0.0002874024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006986288,"about_ca_system_score_gemma":0.00130875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02337649,"about_ca_topic_score_gemma":0.02908552,"domain_scores_codex":[0.9999135,0.00001082283,0.000005879585,0.0000203328,0.00002840698,0.00002117696],"domain_scores_gemma":[0.9999163,0.00003130602,0.00001894841,0.000009713518,0.00001696502,0.000006719931],"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":[0.000007226597,0.00002299876,0.0008216613,0.00004305795,0.000005632578,0.00005579014,0.00003009509,0.9845374,0.007574698,0.002388132,0.00007960223,0.004433771],"study_design_scores_gemma":[0.000002668736,0.000007289246,0.0006032673,0.000004222532,0.000002896615,0.00002027838,0.00001251607,0.9973217,0.0007970856,0.000764316,0.0004593201,0.000004423745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3739205,0.0006947533,0.6027301,0.0002062362,0.00007294076,0.0002005371,0.001451267,0.0006956941,0.02002798],"genre_scores_gemma":[0.9739445,0.0004560919,0.0174913,0.00002639153,0.00001406409,0.000127134,0.0002923409,0.00005347376,0.007594829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02337649,"threshold_uncertainty_score":0.04648083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153238015101715,"score_gpt":0.2096200167442616,"score_spread":0.1942962152340901,"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."}}