{"id":"W2294500133","doi":"10.4271/2004-01-1051","title":"Numerical and Experimental Investigation of 5xxx Aluminum Alloy Stretch Flange Forming","year":2004,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Flange; Materials science; Alloy; Aluminium; Metallurgy; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004082248,0.0006633043,0.000831981,0.00026393,0.0001783082,0.00006210711,0.0005364311,0.0006693823,0.000206484],"category_scores_gemma":[0.0002553126,0.0006286019,0.0002688304,0.0005891108,0.0007395915,0.0007270119,0.0002114968,0.0007741719,0.00002920051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003670352,"about_ca_system_score_gemma":0.00005192283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000551278,"about_ca_topic_score_gemma":0.002511072,"domain_scores_codex":[0.9966995,0.00006049007,0.00111442,0.0007068234,0.0007643613,0.0006544428],"domain_scores_gemma":[0.9983574,0.0002095071,0.0001809263,0.0008214808,0.00007378573,0.0003569111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007059136,0.00009606322,0.0003313801,0.00009712965,0.00003665491,0.0000139739,0.0001282007,0.0002174662,0.9843017,0.01295749,0.0002645546,0.001484754],"study_design_scores_gemma":[0.001338799,0.001645067,0.8728489,0.0004954446,0.00008049933,0.000128638,0.0002126087,0.000003898748,0.1070254,0.01108233,0.003998507,0.00113984],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988218,0.000517573,0.000005699399,0.000441408,0.0001513209,0.0008032271,0.00002707042,0.003272587,0.006563087],"genre_scores_gemma":[0.9870126,0.0001250969,0.01198216,0.0003345304,0.00008773096,0.0002157029,0.00005247846,0.000145257,0.00004443648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8772763,"threshold_uncertainty_score":0.9996165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01382037250672814,"score_gpt":0.2488009659050063,"score_spread":0.2349805933982781,"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."}}