{"id":"W2783157187","doi":"10.1115/1.4039068","title":"Variable Material Properties Approach: A Review on Twenty Years of Progress","year":2018,"lang":"en","type":"review","venue":"Journal of Pressure Vessel Technology","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Piping; Residual stress; Rotational symmetry; Creep; Boundary value problem; Pressure vessel; Hardening (computing); Structural engineering; Engineering; Mechanical engineering; Materials science; Mechanics; Mathematics; Geometry; Mathematical analysis; Physics; Metallurgy; Composite material","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005352354,0.0003820217,0.002343063,0.000558651,0.00002101719,0.00002048256,0.0009148243,0.0008327598,0.00004623656],"category_scores_gemma":[0.0001392421,0.0002723859,0.0003043117,0.0005490028,0.0001367147,0.00009411123,0.0001023295,0.0009066958,0.00001050781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003648703,"about_ca_system_score_gemma":0.000128079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.064857e-7,"about_ca_topic_score_gemma":5.014047e-8,"domain_scores_codex":[0.9979513,0.00009251429,0.00116215,0.0002026303,0.0003047193,0.0002866452],"domain_scores_gemma":[0.9981763,0.00002726293,0.0009880875,0.000554821,0.0002006964,0.00005285834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002075914,0.0001682384,2.909671e-7,0.2486403,0.001484233,0.00003520551,0.00003159318,0.00003529355,0.00003648525,0.001182756,0.02151063,0.7268542],"study_design_scores_gemma":[0.0001108196,0.0002631584,7.132592e-8,0.0713136,0.001516029,0.0002596317,0.000004350097,0.00003374526,0.000243969,0.00017471,0.9258592,0.0002207623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004588852,0.9972222,0.0005638995,0.0000249545,0.001192599,0.0006243471,0.00004271117,0.0001106996,0.0002139272],"genre_scores_gemma":[0.00006448064,0.9932572,0.006129169,0.00001260392,0.0003464949,0.00004951993,0.000009292279,0.00008840246,0.0000428864],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9043486,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03068614739136532,"score_gpt":0.2609743118314944,"score_spread":0.2302881644401291,"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."}}