{"id":"W4407640424","doi":"10.1007/s00603-025-04422-x","title":"A Method for Simulating Rock with Inherent Microcracks and Calibrate its Microscopic Parameters","year":2025,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"National Natural Science Foundation of China","keywords":"Rock mechanics; Geotechnical engineering; Calibration; Geology; Materials science; Mechanics; Mathematics; Physics; Statistics","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":[0.0005775784,0.000696303,0.0004421668,0.0005373422,0.000580384,0.0005983995,0.001188635,0.001461386,0.001910101],"category_scores_gemma":[0.001805702,0.0004637635,0.0005272009,0.0004532598,0.0005951673,0.0006887367,0.0007818621,0.0009436184,0.0004124429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005585265,"about_ca_system_score_gemma":0.001245484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005903917,"about_ca_topic_score_gemma":0.007491095,"domain_scores_codex":[0.9997496,0.00003916681,0.000009406436,0.00004875243,0.0001392523,0.00001387203],"domain_scores_gemma":[0.9993159,0.0002408993,0.00007740634,0.0001645818,0.0001589904,0.00004216882],"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":[0.00005724763,0.0001463368,0.001864925,0.0000810548,0.00006204626,0.00006463245,0.0001208879,0.8697132,0.03300509,0.01302919,0.001077114,0.08077826],"study_design_scores_gemma":[0.000006811173,0.00001413171,0.0001241371,0.00000300633,0.000005727771,0.00002498466,0.000004824818,0.9947247,0.003097949,0.000923245,0.001062137,0.000008209327],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00722414,0.00002282985,0.990918,0.00003531017,0.00002474183,0.00003703365,0.00002838643,0.0004772336,0.001232205],"genre_scores_gemma":[0.2219655,0.00007793232,0.7737618,0.00005602708,0.00002426131,0.0002059189,0.0001087532,0.0003325038,0.003467197],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005903917,"threshold_uncertainty_score":0.01173913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01007745176806219,"score_gpt":0.2333840720357812,"score_spread":0.223306620267719,"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."}}