{"id":"W2120370641","doi":"10.4028/www.scientific.net/msf.408-412.1365","title":"The Effect of Grain Boundary Character Distribution (GBCD) on Edge Cracking during Hot Rolling of Austenitic Stainless Steel","year":2002,"lang":"en","type":"article","venue":"Materials science forum","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Metallurgy; Grain boundary; Cracking; Enhanced Data Rates for GSM Evolution; Austenite; Character (mathematics); Composite material; Microstructure; Geometry; Engineering","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":[0.001263673,0.0001749807,0.0002999063,0.00009065239,0.0004646324,0.0001779215,0.0003446431,0.00005577088,0.0001027309],"category_scores_gemma":[0.0001359803,0.0001227459,0.00005582804,0.0002326941,0.0003110639,0.000388589,0.00008882,0.00007069932,0.00002360353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007971341,"about_ca_system_score_gemma":0.00001095733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008020891,"about_ca_topic_score_gemma":0.000001915731,"domain_scores_codex":[0.9984457,0.0000640618,0.000437586,0.0001839834,0.0003405943,0.0005280547],"domain_scores_gemma":[0.9993902,0.00008617238,0.0001364337,0.0002817733,0.00004810162,0.00005727686],"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":[0.00006809791,0.000007829481,0.00006194536,0.0002660491,0.0000094217,0.000002616836,0.0001173587,0.0004203504,0.9973322,0.000694286,0.000010667,0.001009245],"study_design_scores_gemma":[0.000278915,0.0001443136,0.002013233,0.0001736468,0.00001325936,0.000007010346,0.00005613435,0.001235281,0.9954659,0.00006252254,0.0004173735,0.0001324412],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970374,0.00005564555,0.0001527744,0.00002567338,0.002132697,0.0002554425,0.0000624509,0.00006585947,0.0002120259],"genre_scores_gemma":[0.9997554,0.00002597494,0.00001770037,0.000004022663,0.00007972843,0.00002156349,0.000009715499,0.00001826308,0.00006759834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002718003,"threshold_uncertainty_score":0.5005435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007452536945885191,"score_gpt":0.2093581804663857,"score_spread":0.2019056435205005,"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."}}