{"id":"W2093065716","doi":"10.4028/www.scientific.net/msf.500-501.171","title":"Mechanism of Microstructural Banding in Hot Rolled Microalloyed Steels","year":2005,"lang":"en","type":"article","venue":"Materials science forum","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Materials science; Metallurgy; Microalloyed steel; Austenite; Grain boundary; Thermomechanical processing; 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":[0.0004356482,0.0001871561,0.0003452854,0.0002096563,0.00008722233,0.00009577273,0.0004985847,0.00008680084,0.0003713805],"category_scores_gemma":[0.00002873324,0.0001538137,0.00004306267,0.0002866555,0.0001515822,0.0004434532,0.0001392676,0.00008219846,0.00002812145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001120747,"about_ca_system_score_gemma":0.00003617228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003053067,"about_ca_topic_score_gemma":0.00003116221,"domain_scores_codex":[0.9984264,0.00001562482,0.0004750621,0.000256492,0.0002203809,0.000606049],"domain_scores_gemma":[0.9995568,0.00001193918,0.00006119271,0.0002460669,0.00004068941,0.00008329252],"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":[0.00004183697,0.000005480167,0.000008192206,0.00003347531,0.000003416863,0.000001247872,0.0001953872,0.0005200883,0.996923,0.001486927,0.00008115861,0.0006998394],"study_design_scores_gemma":[0.000506326,0.00004182148,0.000163408,0.00004805229,0.000003928693,0.00001318254,0.0001198222,0.0005377212,0.9971652,0.0006797441,0.0005307371,0.0001900671],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977866,0.0001284514,0.0001831262,0.00008537573,0.0009212298,0.0002596979,0.00003383282,0.00008030761,0.0005214018],"genre_scores_gemma":[0.9972912,0.00002111624,0.002401378,0.00009444581,0.00006139101,0.000008253914,0.000003112111,0.00002201993,0.00009709126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002218251,"threshold_uncertainty_score":0.6272342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007584618648681914,"score_gpt":0.2067722341331331,"score_spread":0.1991876154844512,"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."}}