{"id":"W2076103022","doi":"10.1016/j.ijmecsci.2012.10.011","title":"An energy-based approach for analysis of dynamic plastic deformation of metals","year":2012,"lang":"en","type":"article","venue":"International Journal of Mechanical Sciences","topic":"High-Velocity Impact and Material Behavior","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Deformation (meteorology); Materials science; Structural engineering; Plasticity; Composite material; Mechanical engineering; Engineering","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":[0.001949627,0.00008010915,0.0003098851,0.0004148975,0.00004377877,0.00004985919,0.0006652896,0.00005063053,0.0001801835],"category_scores_gemma":[0.000198704,0.00005460826,0.0001947494,0.0003125396,0.000117693,0.0007391203,0.00002826596,0.00003082857,7.689986e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005189372,"about_ca_system_score_gemma":0.00009946461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004786243,"about_ca_topic_score_gemma":0.00001022198,"domain_scores_codex":[0.9982448,0.00006073632,0.0006317135,0.00008923888,0.0008051712,0.0001683963],"domain_scores_gemma":[0.9984532,0.0001620661,0.0007779573,0.00007372376,0.0004200806,0.000112979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001317192,0.000306207,0.0003352882,0.00000842965,0.00008898549,2.26707e-7,0.0001364031,0.005912035,0.9852816,0.007316489,0.000004847454,0.0004777648],"study_design_scores_gemma":[0.0005314532,0.0006514546,0.004728329,0.0000274375,0.0006135476,0.00001044435,0.0002773808,0.09474085,0.8977273,0.0005384991,0.00002944529,0.0001239202],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7140647,0.00001450316,0.2851291,0.00003300502,0.0006498222,0.00003223066,0.00005949789,0.000003729629,0.00001335096],"genre_scores_gemma":[0.9687118,0.000002977928,0.03116963,0.00002386832,0.00006945195,0.00000316593,0.00001384977,0.000003059886,0.000002209888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2546471,"threshold_uncertainty_score":0.222686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04171114719699926,"score_gpt":0.3509334448950621,"score_spread":0.3092222976980629,"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."}}