{"id":"W3165332213","doi":"10.1155/2021/9921881","title":"The Reliability‐Based Design Optimization of considering Rock‐Support Interaction for Rock Tunnels","year":2021,"lang":"en","type":"article","venue":"Advances in Civil Engineering","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada)","funders":"Institute of Rock and Soil Mechanics, Chinese Academy of Sciences; State Key Laboratory of Geomechanics and Geotechnical Engineering; Chinese Academy of Sciences","keywords":"Reliability (semiconductor); Particle swarm optimization; Solver; Convergence (economics); Computer science; Stability (learning theory); Geotechnical engineering; Mathematical optimization; Algorithm; Engineering; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002775922,0.0001794056,0.0002631002,0.0001167645,0.00004354099,0.00002624763,0.0001294151,0.0000795391,0.00001818698],"category_scores_gemma":[0.0005376876,0.0001736251,0.0001127969,0.0004423756,0.000007794912,0.0002574295,0.00002234572,0.0001941396,0.000001438732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009583915,"about_ca_system_score_gemma":0.00002624496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001509316,"about_ca_topic_score_gemma":0.000008800549,"domain_scores_codex":[0.9989179,0.00001521863,0.000446811,0.0002034996,0.0001325261,0.0002840966],"domain_scores_gemma":[0.9987773,0.0007504091,0.00004670504,0.0002811293,0.00009689037,0.00004761463],"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":[0.00000662237,0.00001481965,0.00001433176,0.0002703731,0.00001849068,0.000002533293,0.00002086219,0.9960576,0.00235042,0.00005341042,0.00001590189,0.001174639],"study_design_scores_gemma":[0.0002899937,0.0000236807,0.000005690514,0.0001392206,0.00002027771,0.000003774181,0.00004144336,0.9632409,0.03036791,0.00007199493,0.005622087,0.0001730858],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004220864,0.00175114,0.9968805,0.0000376915,0.0004094394,0.0001473922,0.000004514909,0.0002473789,0.00009984671],"genre_scores_gemma":[0.956632,0.0008858199,0.04225006,0.000007127472,0.00004193885,0.0001043935,0.00001212659,0.00004530976,0.00002128265],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9562098,"threshold_uncertainty_score":0.7080225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009807493920910512,"score_gpt":0.2327789355450806,"score_spread":0.2229714416241701,"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."}}