{"id":"W1796830187","doi":"","title":"Plastic Deformation and Surface Damage Mechanisms during Hot-forming of Al and Mg Alloy Sheets","year":2011,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; General Motors of Canada; University of Windsor","keywords":"Materials science; Deformation (meteorology); Alloy; Metallurgy; Formability; Plasticity; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003631983,0.0001797431,0.0002707494,0.0002423913,0.0001790782,0.00001413393,0.0001948484,0.0001569862,0.0001333704],"category_scores_gemma":[0.00004943765,0.0002248838,0.00005765717,0.0001821489,0.0001043234,0.00138378,0.0001759952,0.0002124825,0.000007414386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005791317,"about_ca_system_score_gemma":0.00001036916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003788622,"about_ca_topic_score_gemma":0.00003700723,"domain_scores_codex":[0.9990884,0.00003809516,0.0002161671,0.0001929968,0.000239899,0.0002244157],"domain_scores_gemma":[0.999394,0.00006026827,0.0001327792,0.0002185665,0.0000757351,0.0001186799],"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":[0.0003792704,0.0000637022,0.0673153,0.001117042,0.0002070026,0.0000306425,0.01162365,0.0009724619,0.9131117,0.003529891,0.0000194281,0.001629939],"study_design_scores_gemma":[0.001414113,0.0001601078,0.6725028,0.0002552675,0.000110468,0.00003442507,0.001358539,0.009382402,0.3123825,0.001853262,0.00005606035,0.0004901253],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974251,0.00005914145,0.001225848,0.000007121086,0.00006959614,0.0001711427,0.00002064504,0.0001838731,0.0008375795],"genre_scores_gemma":[0.9889746,0.00004431815,0.01085939,0.000005041883,0.000005128391,1.897011e-7,0.000008998028,0.00002394236,0.000078388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6051875,"threshold_uncertainty_score":0.9170495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01606352778802492,"score_gpt":0.1892464718952973,"score_spread":0.1731829441072724,"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."}}