{"id":"W4213192013","doi":"10.1080/21663831.2022.2029779","title":"Nanomaterials by severe plastic deformation: review of historical developments and recent advances","year":2022,"lang":"en","type":"article","venue":"Materials Research Letters","topic":"Microstructure and mechanical properties","field":"Materials Science","cited_by":550,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Japan Society for the Promotion of Science; Russian and Eurasian Centre, St. Antony's College, University of Oxford; Core Research for Evolutional Science and Technology; National Science Foundation of Sri Lanka; Ministry of Education, Culture, Sports, Science and Technology; Russian Science Foundation; Ministry of Education and Science of the Russian Federation; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Conselho Nacional de Desenvolvimento Científico e Tecnológico; National Natural Science Foundation of China; Fundação de Amparo à Pesquisa do Estado de São Paulo; Deutsche Forschungsgemeinschaft; National Science Foundation; Iowa State University; Agence Nationale de la Recherche","keywords":"Severe plastic deformation; Materials science; Composite material; Electron backscatter diffraction; Superplasticity; Extrusion; Accumulative roll bonding; Equal channel angular extrusion; Metallurgy; Pressing; Microstructure","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002581056,0.000146184,0.0004009262,0.0000881742,0.0003871761,0.00007362574,0.000381368,0.00003258485,0.00831961],"category_scores_gemma":[0.0004245761,0.0001157492,0.00002121775,0.0001766188,0.0001105722,0.0002536766,0.0005879948,0.0001103522,0.0000420141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004117223,"about_ca_system_score_gemma":0.00007943345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004050763,"about_ca_topic_score_gemma":7.077534e-7,"domain_scores_codex":[0.9969146,0.0008745186,0.0006171851,0.0003212075,0.0008472114,0.0004252833],"domain_scores_gemma":[0.9992607,0.0001237568,0.0001773497,0.0002226117,0.0001202508,0.00009535438],"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":[0.0001348778,0.00002034366,0.000003402042,0.002112848,0.000004785835,0.000003646136,0.00009581319,9.912054e-7,0.939248,0.00003339369,0.05754551,0.0007964442],"study_design_scores_gemma":[0.000164648,0.000088147,0.000005776365,0.0002039066,0.000004079052,0.00002565257,0.00002696006,1.535147e-7,0.6848826,0.00004101386,0.3144489,0.0001081498],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754463,0.02008443,0.00002692431,0.002144721,0.001369002,0.0005312681,0.0002804017,0.00003551024,0.00008138539],"genre_scores_gemma":[0.920931,0.06810881,0.001820362,0.006558585,0.0002899921,0.0008758889,0.0003659853,0.00008589651,0.0009634536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2569034,"threshold_uncertainty_score":0.9925869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03623383602050084,"score_gpt":0.2934151186550128,"score_spread":0.257181282634512,"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."}}