{"id":"W4390689506","doi":"10.1139/cgj-2023-0318","title":"Research on energy-absorption active control method for large deformation of tunnel surrounding rock through multi-fault fracture zone","year":2024,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada)","funders":"State Key Laboratory for GeoMechanics and Deep Underground Engineering","keywords":"Deformation (meteorology); Geotechnical engineering; Geology; Fracture (geology); Lithology; Fault (geology); Fracture zone; Stress (linguistics); Rock mass classification; Petrology; Seismology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001278218,0.0001512356,0.000230016,0.0004803666,0.0002849487,0.0001107127,0.0001907582,0.0003200561,0.0000296193],"category_scores_gemma":[0.00008618102,0.0001380545,0.0001562924,0.0002828407,0.000005398163,0.000312584,0.000012582,0.001057358,0.000006542706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008047539,"about_ca_system_score_gemma":0.0002417759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002135773,"about_ca_topic_score_gemma":0.003574728,"domain_scores_codex":[0.9985034,0.00006125904,0.0003719054,0.0001738837,0.0003024897,0.0005870338],"domain_scores_gemma":[0.9990395,0.0002187193,0.00004412029,0.0001459993,0.0002466722,0.0003049829],"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":[0.00003751095,0.00001617588,2.669738e-7,0.00007242298,0.0000919423,0.00001816551,0.0002710905,0.970783,0.006194909,0.01097844,0.002196184,0.009339925],"study_design_scores_gemma":[0.0005406375,0.00009364801,0.000008750343,0.0002338807,0.00002552345,0.00005832766,0.0002967193,0.954957,0.003946605,0.003135721,0.03656366,0.0001394938],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00316091,0.0005691663,0.9948793,0.0004845868,0.0004626759,0.0002025401,0.0001063031,0.00007022564,0.00006426909],"genre_scores_gemma":[0.9936821,0.000173485,0.005443907,0.0002003496,0.0003489352,0.00003260285,0.00002350486,0.00004934186,0.00004576584],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9905212,"threshold_uncertainty_score":0.5629701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04147367654061053,"score_gpt":0.3296406106210609,"score_spread":0.2881669340804504,"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."}}