{"id":"W2038659232","doi":"10.1115/ipc2012-90337","title":"An Integrated Model to Predict Microstructure and Mechanical Properties in the Heat Affected Zone for X80 Linepipe","year":2012,"lang":"en","type":"article","venue":"","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Austenite; Materials science; Microstructure; Welding; Metallurgy; Bainite; Heat-affected zone; Ferrite (magnet); Martensite; 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":[0.0002049563,0.0006039894,0.0004639682,0.0002926817,0.0002849249,0.0005878566,0.0009044266,0.001122629,0.0018668],"category_scores_gemma":[0.0003491857,0.000562068,0.000645873,0.0002813404,0.0002611335,0.0004757886,0.0003450461,0.0004084286,0.0003246738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000793995,"about_ca_system_score_gemma":0.0009142195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02028926,"about_ca_topic_score_gemma":0.01418466,"domain_scores_codex":[0.9999235,0.000009481155,0.000003611141,0.00002596114,0.00002507532,0.00001245856],"domain_scores_gemma":[0.9998858,0.00003923615,0.0000199857,0.00001327951,0.00003132256,0.00001027485],"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":[0.00001707753,0.00002531841,0.0008183478,0.00001204327,0.000009039721,0.00002159032,0.00001482639,0.993717,0.003704664,0.0001892181,0.00004785142,0.001423153],"study_design_scores_gemma":[0.000004134602,0.00001706948,0.0004504253,9.408129e-7,0.000003760622,0.000004305452,0.000003106977,0.9988855,0.0004687735,0.00006834164,0.00009118594,0.000002552731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7534663,0.0001799695,0.2339227,0.0001009809,0.00002645081,0.0001375033,0.00112551,0.001708975,0.0093318],"genre_scores_gemma":[0.9806542,0.00008050269,0.01537103,0.00001499731,0.000003808004,0.0001097397,0.0004931535,0.00006816407,0.003204269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02028926,"threshold_uncertainty_score":0.04034233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180893096848463,"score_gpt":0.2223287043476328,"score_spread":0.2042393946627865,"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."}}