{"id":"W4249938210","doi":"10.2172/1325887","title":"Continuum Mechanical and Computational Aspects of Material Behavior","year":2015,"lang":"en","type":"report","venue":"","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Laminar flow; Turbulence; Mechanics; Laminar flow reactor; Meteorology; Flow (mathematics); Geology; Open-channel flow; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004675529,0.0006224645,0.0006976321,0.0008111955,0.0006324768,0.002042733,0.0009330413,0.001092044,0.008911392],"category_scores_gemma":[0.001355239,0.0003422809,0.0008213095,0.001048691,0.001422776,0.001254954,0.001083471,0.001462457,0.001799593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007485778,"about_ca_system_score_gemma":0.0008758352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002473379,"about_ca_topic_score_gemma":0.001409829,"domain_scores_codex":[0.9995756,0.0001060319,0.00002242879,0.00005566675,0.0002109082,0.00002943486],"domain_scores_gemma":[0.9994424,0.0002431617,0.00003971107,0.0001120833,0.00012376,0.00003891155],"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":[0.00002383513,0.0001019073,0.001756758,0.0004664735,0.00007423505,0.0003082802,0.000189905,0.3282576,0.005507975,0.565049,0.0162829,0.0819811],"study_design_scores_gemma":[0.00001747948,0.0000295281,0.00126115,0.0001075929,0.00001190954,0.000224143,0.00008746509,0.6025606,0.001037493,0.2832005,0.1114327,0.00002938786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01977608,0.02276072,0.69248,0.00772266,0.002090695,0.0001932392,0.001473075,0.0008053161,0.2526982],"genre_scores_gemma":[0.5268682,0.03515059,0.3034876,0.001177226,0.003142346,0.0007128399,0.001750035,0.0006333801,0.1270778],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008911392,"threshold_uncertainty_score":0.02981162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03904676587030537,"score_gpt":0.3069269407753367,"score_spread":0.2678801749050313,"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."}}