{"id":"W4402738471","doi":"10.1016/j.mtcomm.2024.110512","title":"Strengthening mechanisms in vanadium-microalloyed medium-Mn steels","year":2024,"lang":"en","type":"article","venue":"Materials Today Communications","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Philippine Council for Industry, Energy, and Emerging Technology Research and Development; Natural Sciences and Engineering Research Council of Canada; Department of Science and Technology, Ministry of Science and Technology, India; New Brunswick Innovation Foundation; Canada Foundation for Innovation","keywords":"Materials science; Vanadium; Metallurgy; Microalloyed steel; Microstructure; Austenite","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":[0.000384324,0.0002097672,0.0002706844,0.0001660599,0.00009850265,0.0002131382,0.0008616312,0.0001463043,0.0006887086],"category_scores_gemma":[0.00003149952,0.0001950401,0.00005226214,0.000214156,0.00005063199,0.000216665,0.0002668209,0.0002668271,0.0001936533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000106418,"about_ca_system_score_gemma":0.00003816964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009401893,"about_ca_topic_score_gemma":0.0002536524,"domain_scores_codex":[0.9987444,0.00009175124,0.0005183503,0.0002032881,0.0001140446,0.0003282069],"domain_scores_gemma":[0.9986883,0.0001163473,0.00002461454,0.001063174,0.00002569516,0.00008188868],"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":[0.00000407148,0.00001261908,4.659447e-7,0.0001071617,0.00003662808,0.000005383733,0.0006248587,0.0003236627,0.980372,0.01478211,0.001698685,0.002032387],"study_design_scores_gemma":[0.0002513055,0.00002940518,0.00003304141,0.0003499221,0.00003474398,0.00001747551,0.0002371091,0.002630257,0.8883008,0.008532323,0.0991769,0.0004066828],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8787985,0.03210019,0.01812313,0.008694965,0.0122789,0.003091339,0.001820668,0.006899235,0.03819302],"genre_scores_gemma":[0.9914436,0.0008489638,0.006870315,0.00008718512,0.00006923373,0.00008019664,0.0001495512,0.00007049797,0.0003804076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1126451,"threshold_uncertainty_score":0.7953503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01576476219143413,"score_gpt":0.2315237838983887,"score_spread":0.2157590217069546,"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."}}