{"id":"W4323968117","doi":"10.1007/978-3-031-23313-5_17","title":"Generalization of Eshelby’s Formalism and a Self-Consistent Model for Multiscale Rock Deformation","year":2023,"lang":"en","type":"book-chapter","venue":"Springer geophysics","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Formalism (music); Self consistent; Generalization; Statistical physics; Geology; Geotechnical engineering; Classical mechanics; Mechanics; Mathematics; Physics; Mathematical analysis; Art; Quantum electrodynamics","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":[0.0003462482,0.0006924193,0.0007887821,0.0007227954,0.0004277672,0.0009956032,0.001358192,0.001337701,0.004159146],"category_scores_gemma":[0.0005912878,0.0004165898,0.001185671,0.0007822482,0.001298051,0.002559782,0.0009608915,0.001904765,0.0009270788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006270497,"about_ca_system_score_gemma":0.0006446172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00275921,"about_ca_topic_score_gemma":0.002628006,"domain_scores_codex":[0.9998707,0.00002605345,0.000008578055,0.00002906555,0.00005402221,0.00001162593],"domain_scores_gemma":[0.999859,0.00003794638,0.00001216101,0.00004696274,0.00003012913,0.00001382427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003623082,0.00001190208,0.00003240391,0.00002554319,0.000009892536,0.0000346457,0.00004438189,0.02397831,0.00106927,0.9641658,0.003011181,0.007613098],"study_design_scores_gemma":[0.000004598985,0.000007824495,0.0001001206,0.000007885036,0.000005850257,0.00004597264,0.000009431106,0.1954244,0.0003090544,0.7895395,0.01453413,0.00001118784],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009194584,0.001445196,0.9367003,0.001468056,0.0005993723,0.00002621406,0.0002494463,0.0002884827,0.05002829],"genre_scores_gemma":[0.4806947,0.004990969,0.4016228,0.001033108,0.001208479,0.0001781306,0.0006662092,0.0008615482,0.1087442],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004159146,"threshold_uncertainty_score":0.01391375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01859727513951974,"score_gpt":0.2004992171684397,"score_spread":0.18190194202892,"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."}}