{"id":"W4389327194","doi":"10.21741/9781644902837-22","title":"A New Constitutive Modeling for Hot Isostatic Pressing of Powders","year":2023,"lang":"en","type":"article","venue":"Materials research proceedings","topic":"Powder Metallurgy Techniques and Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Hot isostatic pressing; Viscoplasticity; Materials science; Pressing; Constitutive equation; Hardening (computing); Deformation (meteorology); Work hardening; Composite material; Relative density; Metallurgy; Finite element method; Structural engineering; Sintering; Engineering; Microstructure","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":[0.001669949,0.0001657609,0.0003717641,0.0004602443,0.0001110856,0.0001961194,0.0002692127,0.0001119432,0.0001075604],"category_scores_gemma":[0.000321404,0.0001592658,0.00004870561,0.0004405277,0.00008630962,0.000285641,0.0001274211,0.00009234541,0.00003053769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005390015,"about_ca_system_score_gemma":0.00008343167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001033604,"about_ca_topic_score_gemma":8.275636e-7,"domain_scores_codex":[0.9983261,0.0000179263,0.0004208173,0.0002365664,0.0003543137,0.0006443345],"domain_scores_gemma":[0.9993575,0.00008398415,0.00004581501,0.0001094156,0.0002839497,0.0001194025],"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":[0.00006573767,0.000005809985,0.000001813055,0.001206162,0.00003776752,0.000001456522,0.0007013917,0.0004409806,0.9804999,0.003564499,0.01303383,0.0004406803],"study_design_scores_gemma":[0.0003746102,0.00008937296,0.00001056581,0.0004356637,0.00001238909,0.000002761636,0.000427552,0.0149207,0.9705573,0.00979965,0.003183521,0.0001858783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808205,0.00005764615,0.01320324,0.00009399408,0.0004582622,0.001279472,0.0000944572,0.0009253962,0.003067008],"genre_scores_gemma":[0.9927769,0.0002254024,0.006077636,0.000007787216,0.000197488,0.0003203237,0.00002180134,0.00006814016,0.0003045634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01447972,"threshold_uncertainty_score":0.6494671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1203790672059441,"score_gpt":0.373987490666443,"score_spread":0.2536084234604989,"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."}}