{"id":"W2007495929","doi":"10.1007/s11661-012-1526-5","title":"A Novel Approach to Model Static Recrystallization of Austenite During Hot Rolling of Nb Microalloyed Steel. Part I: Precipitate-Free Case","year":2012,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Recrystallization (geology); Nucleation; Solvent drag; Materials science; Austenite; Metallurgy; Dynamic recrystallization; Microalloyed steel; Annealing (glass); Hot working; Thermodynamics; Microstructure; Grain boundary; Geology","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":[0.000374482,0.0002111185,0.0005038444,0.0001354986,0.00008790589,0.00003789847,0.00009868598,0.0001125264,0.0001840848],"category_scores_gemma":[0.00001444154,0.0002004852,0.00007921252,0.0001669476,0.00004690106,0.0003438533,0.00002084203,0.00006642991,0.000002349426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001894586,"about_ca_system_score_gemma":0.000009191234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006431065,"about_ca_topic_score_gemma":0.00001263483,"domain_scores_codex":[0.998647,0.00004298018,0.0006598214,0.0001813169,0.0001461389,0.0003226983],"domain_scores_gemma":[0.9994385,0.00002977548,0.00008493862,0.0002191576,0.00005252777,0.0001751174],"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":[0.0001351294,0.0001614272,2.132001e-7,0.0008629023,0.0001212369,0.000003742115,0.0008102336,0.2234727,0.7739854,0.0003484362,0.000001964407,0.00009664506],"study_design_scores_gemma":[0.003379759,0.000140303,0.0001238494,0.0003152643,0.0008346403,0.001582117,0.0006086263,0.1316323,0.8592469,0.000207385,0.0009964658,0.0009324567],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5679407,0.0000549451,0.431252,0.000003166502,0.0001944183,0.0002487583,0.000132463,0.0000504608,0.0001230537],"genre_scores_gemma":[0.9595839,0.0001040647,0.03989111,0.000004155989,0.00004187361,0.00008843302,0.00002380812,0.00003953475,0.0002231592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3916432,"threshold_uncertainty_score":0.8175549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02586795273010942,"score_gpt":0.2121194479259104,"score_spread":0.186251495195801,"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."}}