{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003918174,0.0001525505,0.0003666664,0.000105631,0.000008069629,0.00001781582,0.00006659736,0.0002370938,0.0003071366],"category_scores_gemma":[0.00007277465,0.00014441,0.00004430546,0.00003936027,0.00002397143,0.00004813871,0.00004146513,0.000107214,0.000004645833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102281,"about_ca_system_score_gemma":0.0001356276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003521357,"about_ca_topic_score_gemma":0.00001354958,"domain_scores_codex":[0.9987803,0.000009762442,0.0003924559,0.0001230483,0.000601417,0.00009305101],"domain_scores_gemma":[0.9992811,0.00002688429,0.00008163679,0.0001201911,0.0004330523,0.00005711625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001047462,0.0004389011,0.000607956,0.006623672,0.001185108,0.0002097721,0.0002797685,0.001868256,0.04886513,0.1449984,0.7173395,0.07747882],"study_design_scores_gemma":[0.00246307,0.0008357448,0.006650986,0.001061134,0.001313578,0.0009560636,0.00004082465,0.02435432,0.4419763,0.1856916,0.3309987,0.003657592],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3450527,0.0005007575,0.01576721,0.00001403193,0.006005615,0.001738158,0.0007061967,0.002993541,0.6272218],"genre_scores_gemma":[0.9866339,0.00003662544,0.01182977,0.000002617521,0.0001822041,0.00002469122,0.0002176617,0.0000552511,0.001017295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6415812,"threshold_uncertainty_score":0.588887,"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."}}