{"id":"W4391581904","doi":"10.1007/978-3-031-50349-8_121","title":"Effect of Vanadium on the Mechanical and Microstructural Properties of Medium-Mn Steels","year":2024,"lang":"en","type":"book-chapter","venue":"˜The œminerals, metals & materials series","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Vanadium; Materials science; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002433892,0.0002461249,0.0003254731,0.000314861,0.000352068,0.0008840266,0.0005816588,0.0003649894,0.002636322],"category_scores_gemma":[0.0008714346,0.0002943273,0.0002930667,0.00039781,0.0004211811,0.0003732314,0.0003143807,0.0003394846,0.000374406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006187845,"about_ca_system_score_gemma":0.0004206566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006159659,"about_ca_topic_score_gemma":0.00790203,"domain_scores_codex":[0.9997073,0.00004271592,0.00002049982,0.00005487072,0.00009529669,0.00007922261],"domain_scores_gemma":[0.9995533,0.0001922621,0.00004885129,0.00003664687,0.000124387,0.0000445015],"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":[0.003869588,0.0001055752,0.0020362,0.0002936722,0.0001042415,0.0002579384,0.0001318117,0.003236547,0.9799374,0.0007489413,0.0003261894,0.008951967],"study_design_scores_gemma":[0.00001700477,0.0005096632,0.002256055,0.000009998839,0.00004653874,0.00006576184,0.0001015619,0.001394554,0.9931145,0.00008813773,0.002385148,0.00001098631],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917204,0.002024147,0.0005251241,0.00006194212,0.00006295887,0.00001198514,0.0002391178,0.00004164185,0.005312667],"genre_scores_gemma":[0.9965152,0.0004772452,0.0002393595,0.0000209692,0.000006822157,0.000002286497,0.0001375297,0.00002643813,0.002574163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006159659,"threshold_uncertainty_score":0.01224762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149886304556967,"score_gpt":0.192530679938458,"score_spread":0.1810318168928883,"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."}}