{"id":"W2084044379","doi":"10.4028/www.scientific.net/msf.519-521.183","title":"Modeling the Role of Microstructure on Shear Instability with Reference to the Formability of Automotive Aluminium Alloys","year":2006,"lang":"en","type":"article","venue":"Materials science forum","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Materials science; Formability; Microstructure; Intermetallic; Ductility (Earth science); Metallurgy; Shear (geology); Aluminium; Alloy; Aluminium alloy; Composite material; Creep","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":[0.0007732714,0.0001650953,0.0002231764,0.00005358964,0.0001959237,0.00007028371,0.0007727986,0.00004327187,0.00002156169],"category_scores_gemma":[0.0000449247,0.00008219018,0.00002722646,0.0003293451,0.0006009504,0.0002351298,0.0001875861,0.00009230425,0.000005798034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008872095,"about_ca_system_score_gemma":0.00007297633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005444579,"about_ca_topic_score_gemma":0.0001687102,"domain_scores_codex":[0.9985645,0.00004413529,0.0003604057,0.0002461108,0.0004062163,0.0003786609],"domain_scores_gemma":[0.9990297,0.00003581365,0.00006004909,0.0006344949,0.0002040137,0.00003590401],"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":[0.00006259919,0.00001522911,0.0004886145,0.00002434185,0.000003661071,7.152661e-8,0.0005701475,0.2615192,0.7363489,0.000868106,0.000007827156,0.00009139779],"study_design_scores_gemma":[0.00007769151,0.0001657593,0.006001306,0.00003709176,0.000006653539,0.000002912856,0.000721534,0.02612339,0.9658975,0.0006951599,0.0001552224,0.0001157554],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974511,0.00003329782,0.0003375159,0.000207007,0.0001255509,0.0004510165,0.0000690566,0.00005950092,0.001265915],"genre_scores_gemma":[0.9990345,0.000001011818,0.0008618039,0.0000391128,0.00001696885,0.00002486945,0.000002459178,0.00001383922,0.000005415198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2353958,"threshold_uncertainty_score":0.3351618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007436694765834731,"score_gpt":0.1956346183398896,"score_spread":0.1881979235740549,"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."}}