{"id":"W3157525866","doi":"10.1016/j.ijrmms.2021.104795","title":"Influence of asperity degradation and gouge formation on flow during rock fracture shearing","year":2021,"lang":"en","type":"article","venue":"International Journal of Rock Mechanics and Mining Sciences","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"China Scholarship Council; China Postdoctoral Science Foundation","keywords":"Shearing (physics); Geotechnical engineering; Geology; Shear (geology); Direct shear test; Permeability (electromagnetism); Fault gouge; Asperity (geotechnical engineering); Fluid dynamics; Materials science; Mechanics; Petrology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002086295,0.000144754,0.0003491337,0.0003215129,0.0003848543,0.0005379766,0.0001333871,0.0003144053,0.001777],"category_scores_gemma":[0.001054567,0.0001418641,0.0002305028,0.0001685492,0.0004116638,0.0002971196,0.0001873623,0.0002998161,0.0001703819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002827556,"about_ca_system_score_gemma":0.0003636765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003756638,"about_ca_topic_score_gemma":0.003622706,"domain_scores_codex":[0.9999168,0.000008865451,0.000005889999,0.00001421715,0.00001350643,0.00004079134],"domain_scores_gemma":[0.9995568,0.00020339,0.00005298176,0.00002120994,0.00006782626,0.000097774],"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":[0.01016766,0.0006768136,0.1450214,0.0001729335,0.0001066124,0.002758442,0.0008302178,0.04155896,0.7694458,0.0004784543,0.000453287,0.02832941],"study_design_scores_gemma":[0.0001140942,0.002374358,0.6114553,0.00002811829,0.0001393561,0.0005404481,0.001498085,0.1789142,0.2036356,0.0004027162,0.0008246942,0.00007292508],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995486,0.00004085814,0.0001876503,0.000008408974,0.000003837519,0.000002620019,0.00002002518,0.000008632021,0.0001793086],"genre_scores_gemma":[0.999868,0.0000131109,0.00003073306,0.000001806813,0.000001054291,7.880774e-7,0.00001513932,0.000001823222,0.00006745723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003756638,"threshold_uncertainty_score":0.007469535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01246502823805122,"score_gpt":0.2394861039668028,"score_spread":0.2270210757287515,"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."}}