{"id":"W4408087075","doi":"10.1007/978-3-031-80676-6_162","title":"Effects of Sc/Zr and Thermomechanical Processing on the Microstructure and Properties of AA5083 Rolled Products","year":2025,"lang":"en","type":"book-chapter","venue":"˜The œminerals, metals & materials series","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Rio Tinto (Canada); Université du Québec à Chicoutimi","funders":"","keywords":"Thermomechanical processing; Microstructure; Materials science; Metallurgy; Composite material","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004634022,0.0008357865,0.001477383,0.0001497024,0.0001836479,0.0002045813,0.0004381778,0.0003996501,0.00005111041],"category_scores_gemma":[0.0001184609,0.0004311148,0.0001000032,0.00007855905,0.00088532,0.0001844034,0.0003207799,0.0003336697,0.000002388089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002922347,"about_ca_system_score_gemma":0.00008269462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003645834,"about_ca_topic_score_gemma":0.00002303893,"domain_scores_codex":[0.9978155,0.0001461034,0.0008667171,0.0005017478,0.0003241012,0.0003458295],"domain_scores_gemma":[0.9986048,0.0001248873,0.0004131933,0.0005987726,0.0002150995,0.00004320476],"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":[0.0003394687,0.000007078118,6.048421e-7,0.006540737,0.0004505196,0.000003693419,0.0008229885,0.00000789816,0.9882755,0.002671814,0.0003018175,0.0005779373],"study_design_scores_gemma":[0.0003394758,0.000128327,0.0000474099,0.001816545,0.0005086359,0.00005434923,0.0000475157,0.00001350626,0.9905288,0.002869145,0.003196267,0.0004500082],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449431,0.04848958,0.000008781595,0.0004214819,0.00101452,0.002757526,0.0002004597,0.0001913458,0.001973246],"genre_scores_gemma":[0.9614831,0.001370644,0.0002816925,0.00009819178,0.0002494586,0.00010788,0.00001596264,0.0001757109,0.0362174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04711893,"threshold_uncertainty_score":0.9998141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00877850798577731,"score_gpt":0.1769771788587298,"score_spread":0.1681986708729525,"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."}}