{"id":"W4392213673","doi":"","title":"Numerical modeling of underground openings behavior with a viscoplastic approach","year":2007,"lang":"fr","type":"preprint","venue":"theses.fr (ABES)","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Viscoplasticity; Numerical modeling; Geotechnical engineering; Geology; Engineering; Structural engineering; Finite element method; Constitutive equation; Geophysics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0005614365,0.001296329,0.001689152,0.0003956922,0.0001599232,0.0001995985,0.001148923,0.001225806,0.000129716],"category_scores_gemma":[0.0001308162,0.001184831,0.0004276558,0.0006339606,0.0003071391,0.0002335059,0.0004658935,0.00278078,0.00003656133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005163912,"about_ca_system_score_gemma":0.0001848245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007418,"about_ca_topic_score_gemma":0.0000603499,"domain_scores_codex":[0.9951546,0.00009535401,0.001267768,0.001123286,0.001019223,0.001339773],"domain_scores_gemma":[0.9973192,0.0004280466,0.0002836001,0.001280494,0.000199791,0.0004888391],"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":[0.00009940749,0.0002058579,0.0001440281,0.001369719,0.0004314352,0.0000622283,0.001028911,0.9491383,0.000828347,0.04510403,0.000008046378,0.001579684],"study_design_scores_gemma":[0.0009819759,0.0002782069,0.0005434093,0.001291646,0.0008492094,0.0003877298,0.001385657,0.9888485,0.0005783249,0.00258298,0.0006871842,0.001585188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1365768,0.001184561,0.829865,0.00004589226,0.0007104349,0.000806737,0.00003978903,0.0005485123,0.03022216],"genre_scores_gemma":[0.9165756,0.0001469812,0.08223014,0.00001677892,0.0003170799,0.0001545991,0.00007622437,0.0003155195,0.0001670831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7799987,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02110739308135539,"score_gpt":0.2365923596503541,"score_spread":0.2154849665689987,"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."}}