{"id":"W7087373346","doi":"10.1590/olsa9767","title":"Microstructure based FE Simulation and Validation of Cold Upsetting on Aluminium Composites","year":2025,"lang":"en","type":"article","venue":"Cerâmica","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Forging; Upset; Formability; Finite element method; Microstructure; Composite number; Deformation (meteorology); Aluminium","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":[0.000116405,0.0000755004,0.0001689275,0.0001603495,0.0000672047,0.00001998507,0.0000377026,0.00007860906,0.00005902847],"category_scores_gemma":[0.00008476491,0.00006697286,0.00003650217,0.0001784344,0.00004908104,0.00002665897,0.00002407261,0.0001309249,0.000005220023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000402273,"about_ca_system_score_gemma":0.00007093458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002445811,"about_ca_topic_score_gemma":0.000002370747,"domain_scores_codex":[0.9993898,0.0000291963,0.0001657718,0.0001573583,0.0001448804,0.0001130306],"domain_scores_gemma":[0.9994357,0.0002181661,0.00004673364,0.0001546131,0.0001004109,0.00004438401],"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":[0.0006721319,0.00009870886,0.03549979,0.0004013912,0.0000457521,0.00000351827,0.0000974642,0.002046538,0.9545584,0.0009089617,0.001080215,0.00458715],"study_design_scores_gemma":[0.001826959,0.0001908917,0.05250037,0.0002843563,0.00005723995,0.000001045367,0.00003293286,0.04487213,0.8760369,0.00006663134,0.02404294,0.0000875843],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955266,0.0001020024,0.0002467507,0.0008968313,0.00004422881,0.0002984476,0.00002037815,0.00002105954,0.00284374],"genre_scores_gemma":[0.9985473,0.000005702138,0.0005100973,0.0004442237,0.000036728,0.000003718779,0.00004359899,0.00000825026,0.0004003918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07852146,"threshold_uncertainty_score":0.2731074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02246116445484239,"score_gpt":0.3374851317758873,"score_spread":0.3150239673210449,"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."}}