{"id":"W2094692082","doi":"10.1243/095440505x32210","title":"Forming limit diagrams for single-point incremental forming of aluminium sheet","year":2005,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aluminium; Single point; Forming processes; Pyramid (geometry); Limit (mathematics); Point (geometry); Incremental sheet forming; Cone (formal languages); Materials science; Forming limit diagram; Geometry; Mathematics; Mathematical analysis; Metallurgy; Composite material; Algorithm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005819194,0.0002913698,0.0002790584,0.0009185195,0.0002530015,0.0006427275,0.0005172907,0.0004237744,0.008806425],"category_scores_gemma":[0.001862462,0.0001837744,0.000212517,0.000314927,0.0003278539,0.0006010727,0.0004157834,0.0003505076,0.001114464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004830221,"about_ca_system_score_gemma":0.000410542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00091614,"about_ca_topic_score_gemma":0.00115403,"domain_scores_codex":[0.9995408,0.00009029236,0.00002823418,0.00002324439,0.000300086,0.00001737559],"domain_scores_gemma":[0.9993998,0.0003377804,0.00005523047,0.0000497835,0.0001406788,0.00001666168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001742272,0.00006594625,0.001681196,0.0005336094,0.0000154844,0.0003400183,0.0004659091,0.3780491,0.07447001,0.2715133,0.008588647,0.2641025],"study_design_scores_gemma":[0.00003707746,0.0001444606,0.0009972556,0.0001133861,0.00001138481,0.001003148,0.00007059186,0.7943021,0.05148461,0.05737907,0.09439949,0.00005745671],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03200737,0.0005510194,0.9313649,0.00009584967,0.00003954821,0.0001417451,0.0003266755,0.001838031,0.03363485],"genre_scores_gemma":[0.4277945,0.0007213261,0.5611218,0.00005762236,0.00001235168,0.000361017,0.0005460036,0.0004177009,0.008967709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008806425,"threshold_uncertainty_score":0.02946049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454152561953014,"score_gpt":0.2170481548455981,"score_spread":0.2025066292260679,"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."}}