{"id":"W2969098368","doi":"10.3934/mbe.2019376","title":"Combined effect of M/A constituent and grain boundary on the impact toughness of CGHAZ and ICCGHAZ of E550 grade offshore engineering steel","year":2019,"lang":"en","type":"article","venue":"Mathematical Biosciences & Engineering","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Charpy impact test; Materials science; Bainite; Grain boundary; Microstructure; Toughness; Brittleness; Nucleation; Fracture toughness; Metallurgy; Composite material; Austenite; Chemistry","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":[0.0004290642,0.0002379765,0.0005328482,0.0001062704,0.00002304479,0.00002543116,0.000222109,0.0000800795,0.0000315145],"category_scores_gemma":[0.0001764305,0.000138455,0.00008614089,0.0002125536,0.0001965935,0.00009359122,0.00008252967,0.0001635474,0.000001559525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001857818,"about_ca_system_score_gemma":0.00001214835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005273019,"about_ca_topic_score_gemma":1.779397e-7,"domain_scores_codex":[0.9989073,0.00001583773,0.0003969939,0.0001733327,0.0002475316,0.0002590241],"domain_scores_gemma":[0.999131,0.000458539,0.00005936889,0.0002395347,0.00002235841,0.00008923305],"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":[0.0000266751,0.00002803682,0.0002515582,0.002142807,0.00007076513,0.000001253387,0.0005117191,0.01188512,0.9660931,0.01850814,0.0000223505,0.0004584308],"study_design_scores_gemma":[0.0005972811,0.0008876686,0.001372353,0.0009291553,0.00004461232,0.00001807809,0.0001448976,0.240533,0.7545846,0.0005241811,0.00006668939,0.0002975792],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972771,0.0004590952,0.001373112,0.00003177065,0.0001769008,0.000397062,0.00001835258,0.00004760688,0.0002190207],"genre_scores_gemma":[0.9994298,0.00003080151,0.0004886907,0.000004411243,0.00001031589,0.000007371767,8.61929e-7,0.00001842119,0.000009307523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2286479,"threshold_uncertainty_score":0.5646031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00570580590027293,"score_gpt":0.2027981067739044,"score_spread":0.1970923008736315,"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."}}