{"id":"W2164595801","doi":"10.1007/s11661-010-0246-y","title":"Study of Grain-Growth Kinetics in Delta-Ferrite and Austenite with Application to Thin-Slab Cast Direct-Rolling Microalloyed Steels","year":2010,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"","keywords":"Materials science; Ferrite (magnet); Metallurgy; Austenite; Beta ferrite; Kinetics; Grain boundary; Grain growth; Slab; Alloy; Grain size; Composite material; Microstructure","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":[0.000144527,0.0001662516,0.0003549283,0.00008771016,0.00004993059,0.00006053723,0.00007414746,0.00009268173,0.000058888],"category_scores_gemma":[0.000004056335,0.000129474,0.00002009987,0.0001401635,0.00004020028,0.00008457054,0.00001149166,0.0001429387,0.000001598772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006920403,"about_ca_system_score_gemma":0.000003780676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003663519,"about_ca_topic_score_gemma":0.001775089,"domain_scores_codex":[0.99914,0.00002658671,0.0003281566,0.0002317676,0.00009582139,0.0001776503],"domain_scores_gemma":[0.999666,0.00002452366,0.00002839657,0.0001337845,0.00004255261,0.0001047062],"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":[0.0001073168,0.0001176939,0.000004783953,0.00009523323,0.00005044934,0.000007620743,0.0006779385,0.002094112,0.9956099,0.00004886026,0.000001410597,0.001184674],"study_design_scores_gemma":[0.005614615,0.001654147,0.005399253,0.0001431228,0.0005140086,0.0002981929,0.001295803,0.003116253,0.9741745,0.0002531203,0.006428099,0.001108859],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770412,0.00005941901,0.02196,0.0000356763,0.0001170299,0.0006018332,0.0000386752,0.00005495377,0.0000912582],"genre_scores_gemma":[0.9977813,0.00005771426,0.001945819,0.00002057999,0.00002194451,0.00007259561,0.000005048245,0.00002463815,0.00007039527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02143538,"threshold_uncertainty_score":0.5279796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006181512214654172,"score_gpt":0.1932476172450928,"score_spread":0.1870661050304386,"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."}}