{"id":"W7086932048","doi":"10.18280/acsm.490403","title":"Parametric Study and Optimization of Longitudinal Bolting in Tunnel Face Reinforcement","year":2025,"lang":"en","type":"article","venue":"Annales de Chimie Science des Matériaux","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bolting; Face (sociological concept); Parametric statistics; Reinforcement; Control theory (sociology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004053815,0.0002329779,0.0002160573,0.0002557903,0.0001445748,0.000282076,0.0003260072,0.0002519157,0.0006293493],"category_scores_gemma":[0.0008998832,0.0001576697,0.0001968366,0.0001579287,0.0003592931,0.0001980997,0.0003477679,0.0001670835,0.00007151483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000190708,"about_ca_system_score_gemma":0.0001988565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005793342,"about_ca_topic_score_gemma":0.0007438354,"domain_scores_codex":[0.9998708,0.00002885367,0.000005767988,0.00001609203,0.00005051518,0.00002795287],"domain_scores_gemma":[0.9995996,0.000192474,0.0001064783,0.00004388226,0.00004102348,0.00001654501],"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":[0.0001849471,0.0001066447,0.004687312,0.0001512262,0.00001472167,0.0002580831,0.0001016319,0.7935299,0.1822909,0.001155399,0.00009908664,0.01742008],"study_design_scores_gemma":[0.00001244366,0.0006760502,0.00322449,0.00001262523,0.00001591681,0.0001164007,0.00005916335,0.9314959,0.06358018,0.0002536907,0.0005358742,0.00001721954],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830358,0.00008096153,0.01563029,0.00001964156,0.000003356136,0.00001065387,0.00002549449,0.0000460037,0.001147674],"genre_scores_gemma":[0.9975899,0.0000289586,0.002228731,9.303251e-7,4.598618e-7,0.000004838097,0.000005803241,0.000002157026,0.0001381308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006293493,"threshold_uncertainty_score":0.002143919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182313052592672,"score_gpt":0.2610106086488053,"score_spread":0.2427793033895381,"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."}}