{"id":"W4402354758","doi":"10.1007/s00603-024-04141-9","title":"Permeability Evolution of Rough Fractures in Gonghe Granite Subjected to Cyclic Normal Stress at Elevated Temperatures: Experimental Measurements and Analytical Modeling","year":2024,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"China Geological Survey; Helmholtz-Alberta Initiative; National Natural Science Foundation of China","keywords":"Materials science; Permeability (electromagnetism); Geotechnical engineering; Composite material; Geology; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001955167,0.0003334092,0.0003543377,0.0003529342,0.0001052,0.00006395226,0.0001100458,0.0001783999,0.000008190847],"category_scores_gemma":[0.00003663834,0.0003348136,0.00006857592,0.0003874206,5.325765e-7,0.000188098,0.0001661429,0.0003231125,0.000001416003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003147813,"about_ca_system_score_gemma":0.00002093485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005577428,"about_ca_topic_score_gemma":0.00005078584,"domain_scores_codex":[0.9983882,0.0000174934,0.0004555456,0.0004254504,0.0002922371,0.0004211142],"domain_scores_gemma":[0.9995198,0.00003213948,0.00001854567,0.0001903897,0.00005816407,0.0001809295],"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":[0.00001797336,0.00001706563,0.00003790753,0.0002208928,0.00004094841,0.000003905193,0.0005128452,0.6874087,0.3112207,0.0004934028,0.000002897384,0.00002278204],"study_design_scores_gemma":[0.0002896663,0.00005738603,0.00004344846,0.0003689029,0.00003050187,0.00001342129,0.0001485866,0.9310458,0.06758445,0.00007521385,0.0000244425,0.0003181482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6899745,0.004069498,0.3053184,0.000006661267,0.0002409663,0.0002062649,0.00002196187,0.0001553792,0.000006377728],"genre_scores_gemma":[0.9993232,0.0001552446,0.0003277861,0.000006941121,0.00006248648,0.0000298179,0.0000165177,0.00007105769,0.000006959191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3093487,"threshold_uncertainty_score":0.9999104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01247385922120479,"score_gpt":0.2306666718066034,"score_spread":0.2181928125853986,"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."}}