{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001923962,0.0002957977,0.0001927227,0.0004198016,0.0002217155,0.0002555019,0.0005837835,0.0002246007,0.0006692194],"category_scores_gemma":[0.0001946349,0.0002016186,0.0002117157,0.0001643341,0.0002721982,0.000243154,0.0002165637,0.0002130291,0.0001084246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004531889,"about_ca_system_score_gemma":0.0002352668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00234745,"about_ca_topic_score_gemma":0.007578676,"domain_scores_codex":[0.9998515,0.00001626952,0.000009932277,0.00003176677,0.00006093455,0.0000296783],"domain_scores_gemma":[0.9999212,0.000009326864,0.00002277494,0.000006368672,0.00003100699,0.000009375967],"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":[0.00005875444,0.000006228797,0.0005554219,0.00007914897,0.000008087535,0.00004662803,0.00002068579,0.0006906776,0.9974102,0.0001460975,0.00001254024,0.0009655137],"study_design_scores_gemma":[0.000005993469,0.0002517373,0.005040079,0.000008256999,0.00001542172,0.0000855684,0.00005974127,0.003583412,0.9894863,0.00008961737,0.001367551,0.000006214488],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959185,0.0007256122,0.002192091,0.00002573106,0.0000147168,0.00001644707,0.00006446205,0.00004067378,0.001001774],"genre_scores_gemma":[0.9978357,0.0001978686,0.00130404,0.000005610023,0.000001871273,0.000004028174,0.00005040664,0.0000065429,0.0005939686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00234745,"threshold_uncertainty_score":0.00466764,"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."}}