{"id":"W1972329543","doi":"10.1007/s11661-007-9116-7","title":"A Microstructure Evolution Model for Hot Rolling of a Mo-TRIP Steel","year":2007,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Austenite; Materials science; Recrystallization (geology); TRIP steel; Metallurgy; Bainite; Microstructure; Ferrite (magnet); Continuous cooling transformation; Thermodynamics; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002114735,0.000143224,0.000303077,0.00005507474,0.00007827916,0.00003131187,0.00006575912,0.0001544487,0.00009829424],"category_scores_gemma":[0.000004814027,0.000120984,0.0000922443,0.00006614575,0.00004497334,0.000099763,0.000004527184,0.00007489947,0.00000115114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001995965,"about_ca_system_score_gemma":0.000007648719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002086189,"about_ca_topic_score_gemma":0.00002348301,"domain_scores_codex":[0.9991589,0.000007777481,0.0003607568,0.0001599805,0.00007714207,0.0002354353],"domain_scores_gemma":[0.9997334,0.00002504453,0.00003390384,0.0000823544,0.00004382655,0.00008150049],"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":[0.0001929834,0.00001529431,4.078826e-8,0.0002154214,0.0000515354,7.282172e-7,0.00009318114,0.0225759,0.9745491,0.0007335937,0.000008569195,0.0015637],"study_design_scores_gemma":[0.001585356,0.0001193454,0.00008525825,0.00006577294,0.0002298409,0.00007737199,0.00009067472,0.2022881,0.787468,0.004693222,0.00290845,0.000388582],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3152393,0.0004002307,0.6837566,0.000007996997,0.000166081,0.0002227385,0.0001158559,0.00005995312,0.00003124361],"genre_scores_gemma":[0.9880537,0.0001006152,0.01150033,0.00001753893,0.0000480711,0.00001933126,0.000009161507,0.00002305467,0.0002282025],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6728144,"threshold_uncertainty_score":0.4933586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01203290569074874,"score_gpt":0.2057032869235798,"score_spread":0.193670381232831,"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."}}