{"id":"W4205634810","doi":"10.1098/rspa.2021.0509","title":"Viscoplastic plates","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Viscoplasticity; von Mises yield criterion; Deflection (physics); Bending moment; Mechanics; Constitutive equation; Nonlinear system; Materials science; Plane stress; Plasticity; Mathematics; Structural engineering; Classical mechanics; Physics; Composite material; Engineering; Finite element method","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":[0.00007413375,0.00008864316,0.0001550362,0.000008584304,0.00007864681,0.00005599238,0.0001192265,0.00002747296,0.00001231874],"category_scores_gemma":[0.00006781605,0.00005710278,0.0001253279,0.0002930654,0.0001389089,0.00008493886,0.00006235704,0.00008880759,0.000002831458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000851105,"about_ca_system_score_gemma":0.000006415276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.824344e-7,"about_ca_topic_score_gemma":3.817905e-8,"domain_scores_codex":[0.9994615,8.047053e-7,0.0001115949,0.0001082534,0.0001812679,0.0001366053],"domain_scores_gemma":[0.9998037,0.00007110053,0.00001726272,0.00003189817,0.00003017749,0.00004590297],"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":[0.000001607324,0.0001539807,0.0005386608,0.001930097,0.0002218364,3.774265e-7,0.003387394,0.7503666,0.05949515,0.1822077,0.001236612,0.0004599762],"study_design_scores_gemma":[0.00004177918,0.000008002705,0.0003005257,0.00006038032,0.000025662,0.000001714984,0.0002039748,0.9830353,0.008126139,0.008102921,0.00001785445,0.00007574409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821867,0.00008387037,0.01422069,0.0001614746,0.00004356296,0.00003648288,0.000001654673,0.0001018896,0.003163639],"genre_scores_gemma":[0.9962111,0.000006190521,0.003618934,0.00001440296,0.00003658963,0.000003662357,1.308947e-7,0.000006237528,0.0001027594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2326687,"threshold_uncertainty_score":0.2328584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005317444787691852,"score_gpt":0.1897383493128839,"score_spread":0.184420904525192,"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."}}