{"id":"W2054872278","doi":"10.1179/174328409x453271","title":"Microstructure evolution model for hot strip rolling of Nb–Mo microalloyed complex phase steel","year":2009,"lang":"en","type":"article","venue":"Materials Science and Technology","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Microstructure; Bainite; Austenite; Metallurgy; Ferrite (magnet); Microalloyed steel; Martensite; Softening; Continuous cooling transformation; Composite material","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":[0.0002213946,0.0001470704,0.000287644,0.0002281728,0.0001371562,0.00004478065,0.0003199144,0.0001758472,0.000009056344],"category_scores_gemma":[0.00004819592,0.000123515,0.0000205868,0.0002840687,0.0003263072,0.0001476793,0.00005071669,0.00006870693,9.269918e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000455396,"about_ca_system_score_gemma":0.00003879217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003053486,"about_ca_topic_score_gemma":0.000001407979,"domain_scores_codex":[0.9990094,0.000003957759,0.0002842428,0.0002514742,0.0001072037,0.0003437352],"domain_scores_gemma":[0.9995546,0.000006625055,0.00005888224,0.0001826266,0.0001518314,0.00004547911],"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":[0.00004796795,0.00001215051,7.085989e-7,0.00004014229,0.000003447343,2.897007e-7,0.00003919051,0.0006126917,0.9905564,0.003746331,0.0001342766,0.004806386],"study_design_scores_gemma":[0.0007894348,0.0001973608,0.00002606753,0.00001959961,0.00001198818,0.00001442184,0.00004293267,0.05476394,0.9299581,0.01379084,0.0002481511,0.0001371769],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774283,0.0003068918,0.02127802,0.0001645652,0.0001562565,0.0003408326,0.0001242511,0.0001711127,0.00002983578],"genre_scores_gemma":[0.991141,0.00003173948,0.008698039,0.0000632454,0.00002591775,0.00000801035,0.000006821972,0.00001014066,0.00001505434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06059834,"threshold_uncertainty_score":0.5036795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01624391106159474,"score_gpt":0.2408559281297009,"score_spread":0.2246120170681061,"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."}}