{"id":"W4386927125","doi":"10.1007/s11665-023-08718-3","title":"Effect of Mn on Hot Workability and Processing Maps of Al-Mg-Mn 5xxx Alloys","year":2023,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Aluminium Refining, Degassing and Filtering (Canada); Université du Québec à Chicoutimi","funders":"","keywords":"Materials science; Dynamic recrystallization; Hot working; Alloy; Metallurgy; Recrystallization (geology); Strain rate; Atmospheric temperature range; Grain boundary; Friction stir processing; Dissipation; Microstructure; Thermodynamics","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":[0.0009331813,0.000150072,0.0004161508,0.000148547,0.00002823854,0.00002478061,0.00007661742,0.00006599916,0.00001201817],"category_scores_gemma":[0.00004953238,0.0001197233,0.00003489764,0.0001098006,0.00002579604,0.0001851548,0.00002507078,0.00009738139,0.000001611991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001289883,"about_ca_system_score_gemma":0.000008267176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.900451e-7,"about_ca_topic_score_gemma":8.03793e-8,"domain_scores_codex":[0.9991471,0.00002241919,0.0004523956,0.00007512636,0.0001392366,0.0001636957],"domain_scores_gemma":[0.9996148,0.00007501063,0.000131258,0.00008737054,0.00003663383,0.0000549226],"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":[0.0004672317,0.000009065197,0.0001876399,0.009205341,0.00005883783,0.000006598375,0.0005373029,0.04970694,0.9221619,0.0000166051,0.00008270865,0.01755987],"study_design_scores_gemma":[0.0004270235,0.0006438749,0.002846852,0.000921237,0.00003865843,0.00004011122,0.00001710882,0.006311934,0.9873195,0.000004824753,0.001285329,0.0001435631],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986435,0.0004201098,0.00006925565,0.000006470749,0.00070663,0.00006774532,0.00001686171,0.00004379762,0.00002567855],"genre_scores_gemma":[0.9988068,0.0007531955,0.0002951498,0.0000026283,0.0001043581,0.000002806398,0.000004826557,0.00002205987,0.000008194295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06515763,"threshold_uncertainty_score":0.4882175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007037164981275388,"score_gpt":0.2130950525866409,"score_spread":0.2060578876053655,"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."}}