{"id":"W2091721183","doi":"10.1115/pvp2010-25761","title":"Effect of Ovality on Shakedown of Pipe Bends","year":2010,"lang":"en","type":"article","venue":"","topic":"High Temperature Alloys and Creep","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Ovality; Shakedown; Bending; Structural engineering; Cross section (physics); Boundary (topology); Stress (linguistics); Materials science; Mathematics; Engineering; Physics; Finite element method; Mathematical analysis","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":[0.000383597,0.0003362338,0.0003693058,0.0003176723,0.0004049261,0.0006168475,0.0002634063,0.0003443269,0.003215668],"category_scores_gemma":[0.002125983,0.0002537324,0.000264921,0.0001502487,0.0006839944,0.0005779901,0.0008608637,0.0003748383,0.0003589053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000239384,"about_ca_system_score_gemma":0.0002468699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004898623,"about_ca_topic_score_gemma":0.0009203816,"domain_scores_codex":[0.9996408,0.00004077771,0.0000288723,0.00006961798,0.0001174753,0.0001023775],"domain_scores_gemma":[0.99815,0.0006920216,0.0004448874,0.0001993983,0.0002560376,0.0002576117],"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":[0.001331885,0.00006324761,0.006544708,0.0001352094,0.00001769131,0.0004875975,0.0002709257,0.0139806,0.9639726,0.0003988785,0.00006631455,0.01273037],"study_design_scores_gemma":[0.00002958324,0.002454245,0.05596482,0.00003747394,0.00005100909,0.0003687771,0.0004804453,0.02008707,0.9184589,0.0002258059,0.001784368,0.00005741246],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961421,0.0001868361,0.002573471,0.00001450824,0.00001225174,0.000008207636,0.00002512495,0.00008048391,0.0009571156],"genre_scores_gemma":[0.9992267,0.00005043673,0.0003261194,0.000007476766,0.000002417719,0.000002577416,0.00002107562,0.00002219171,0.0003409768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003215668,"threshold_uncertainty_score":0.01075751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001686121401156887,"score_gpt":0.2020062182472958,"score_spread":0.2003200968461389,"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."}}