{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001680065,0.001571894,0.002285925,0.005207255,0.000532841,0.001747952,0.001740437,0.0016977,0.005535325],"category_scores_gemma":[0.002360072,0.0008185515,0.001087889,0.005070057,0.0008629271,0.00325897,0.001232472,0.002123361,0.003226576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008072216,"about_ca_system_score_gemma":0.001917039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001502311,"about_ca_topic_score_gemma":0.001840029,"domain_scores_codex":[0.9994006,0.00007717187,0.00009828389,0.0001385311,0.0002398978,0.00004543138],"domain_scores_gemma":[0.9983125,0.000897094,0.0001608614,0.00005429464,0.0004984022,0.0000768597],"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":[0.00006485332,0.0001297063,0.0003481139,0.02541329,0.0001178775,0.0002009824,0.0001314218,0.0007262739,0.001617123,0.008573343,0.0239512,0.9387258],"study_design_scores_gemma":[0.00001041184,0.0001206697,0.0005781101,0.005532139,0.0001493986,0.0007413119,0.0001030746,0.0001782389,0.0006793186,0.003306554,0.9885556,0.00004505588],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001092105,0.9982007,0.0003679108,0.0002242841,0.0002048459,0.000005106642,0.00001939545,0.000009805468,0.0008588232],"genre_scores_gemma":[0.0006713859,0.9977283,0.0005735886,0.0002298755,0.000226576,0.000009220927,0.00004142453,0.000005997048,0.0005136185],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005535325,"threshold_uncertainty_score":0.01851755,"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."}}