{"id":"W2605937611","doi":"10.1007/978-3-319-56397-8_46","title":"Modelling Fabric Evolution of Granular Materials Along Proportional Strain Paths","year":2017,"lang":"en","type":"book-chapter","venue":"Springer series in geomechanics and geoengineering","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Dilatant; Strain (injury); Granular material; Materials science; Deformation (meteorology); Stress (linguistics); Mechanics; Composite material; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003431561,0.0003024686,0.0004022864,0.0001126169,0.0001023288,0.0000446139,0.0002007484,0.0003394642,0.0004214195],"category_scores_gemma":[0.000008710644,0.0002863436,0.0000723958,0.00002271457,0.00006539661,0.0002107974,0.0003062489,0.0002757109,0.00001151034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001407976,"about_ca_system_score_gemma":0.00002003172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002263139,"about_ca_topic_score_gemma":0.00004271701,"domain_scores_codex":[0.9985726,0.000004941423,0.0004597138,0.0003780114,0.0002918631,0.0002928847],"domain_scores_gemma":[0.9993379,0.000007466996,0.0002466522,0.0003226282,0.00001543458,0.0000699592],"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":[0.00008670997,0.00003584128,0.0002772273,0.0006784647,0.0001208243,0.0001731338,0.0003680207,0.7280234,0.01336225,0.2485049,0.0000203151,0.008348865],"study_design_scores_gemma":[0.002157667,0.0006550662,0.002978101,0.003820306,0.0004043811,0.0003395037,0.0001367652,0.4877007,0.005244819,0.4197527,0.07235595,0.004454044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5299122,0.01319843,0.3366428,0.0003894429,0.008095235,0.00453387,0.001709334,0.0005753755,0.1049433],"genre_scores_gemma":[0.9829066,0.001984047,0.001780229,0.000004456483,0.0001052307,0.00001595898,0.00004977431,0.00008271214,0.01307093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4529944,"threshold_uncertainty_score":0.9999589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007040673656690311,"score_gpt":0.1783912140404367,"score_spread":0.1713505403837464,"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."}}