{"id":"W4408086970","doi":"10.1007/978-3-031-80676-6_156","title":"Development of Aluminum Chips Recycling Process for Recovery Rates and Corrosion Resistance of A380 Alloy","year":2025,"lang":"en","type":"book-chapter","venue":"The minerals, metals & materials series","topic":"Bauxite Residue and Utilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Corrosion; Alloy; Materials science; Metallurgy; Aluminium; Process (computing); Computer science; Operating system","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":[0.000540931,0.0004124675,0.0009416756,0.0001490371,0.0001115129,0.00005776849,0.0002066548,0.0002779169,0.00005275679],"category_scores_gemma":[0.0000447076,0.000337562,0.00008774311,0.0000584286,0.0001056339,0.0002012396,0.00006956096,0.0000835079,0.000001618833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002923539,"about_ca_system_score_gemma":0.00009436378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005189243,"about_ca_topic_score_gemma":0.0002151287,"domain_scores_codex":[0.9981841,0.00003285882,0.001064409,0.0002979735,0.0001992034,0.000221453],"domain_scores_gemma":[0.9988785,0.000126345,0.0004500512,0.0003100641,0.0002023042,0.00003272764],"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":[0.0003465727,0.00001202406,0.000002514094,0.007360812,0.0002190773,9.471111e-7,0.0004863639,0.000247395,0.9850805,0.004292168,0.001281408,0.0006702089],"study_design_scores_gemma":[0.0002852405,0.00004497433,0.00003290255,0.002064466,0.000251722,0.00000325212,0.00008519547,0.00003932977,0.9151096,0.005991497,0.07565413,0.0004377191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8964549,0.03729444,0.004469619,0.0002506127,0.006138788,0.006511019,0.002917286,0.0006585552,0.04530477],"genre_scores_gemma":[0.3628651,0.01540979,0.02069756,0.0001018071,0.0006796687,0.0006423526,0.001850082,0.0005056962,0.597248],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5519432,"threshold_uncertainty_score":0.9999076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02180398639605314,"score_gpt":0.2408238896036309,"score_spread":0.2190199032075777,"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."}}