{"id":"W1506510625","doi":"","title":"Micromechanics of failure in granular geomaterials","year":2009,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Tunneling and Rock Mechanics","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Micromechanics; Granular material; Materials science; Geotechnical engineering; Geology; Composite material","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":[0.0001663521,0.0004040878,0.0003663281,0.0005352331,0.000422691,0.001125999,0.0005684234,0.0007842489,0.00305416],"category_scores_gemma":[0.0002951599,0.0003439976,0.0002856609,0.0003912708,0.00206845,0.0008842516,0.0005762346,0.0006402819,0.000666084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003377289,"about_ca_system_score_gemma":0.0001688091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004205786,"about_ca_topic_score_gemma":0.0004187186,"domain_scores_codex":[0.9998755,0.0000144149,0.000006072268,0.00002235125,0.00006625142,0.00001526376],"domain_scores_gemma":[0.9998881,0.00005213198,0.00002045766,0.00001865509,0.00001355421,0.000006992612],"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":[0.00005497906,0.0000274586,0.0008453647,0.000643619,0.00004120216,0.001232506,0.001085532,0.1280006,0.08543681,0.725458,0.009760796,0.04741314],"study_design_scores_gemma":[0.00001831298,0.0001149866,0.006785823,0.0001583737,0.00001858909,0.001268519,0.0005854667,0.1827978,0.0153026,0.7301619,0.06271619,0.00007135871],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2542153,0.05546559,0.5444026,0.004623096,0.001559608,0.0001388307,0.0006515262,0.001036046,0.1379074],"genre_scores_gemma":[0.9097581,0.01588552,0.01799259,0.0003428433,0.0004910236,0.0001059557,0.0001987264,0.0001391363,0.05508609],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00305416,"threshold_uncertainty_score":0.01021725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007315398567976891,"score_gpt":0.1915300272448484,"score_spread":0.1842146286768716,"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."}}