{"id":"W1995673330","doi":"10.1016/j.cirp.2010.03.016","title":"Single point incremental forming at high feed rates and rotational speeds: Surface and structural consequences","year":2010,"lang":"en","type":"article","venue":"CIRP Annals","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":132,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Surface roughness; Materials science; Single point; Surface finish; Microstructure; Rotational speed; Composite material; Grain size; Geometry; Metallurgy; Mechanics; Mathematics; Mechanical engineering; Engineering; Physics; Computer simulation","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":[0.0004498709,0.0003030895,0.0005313131,0.0003327324,0.0004268226,0.0007543629,0.0006265807,0.001088948,0.00230636],"category_scores_gemma":[0.003971138,0.0004195361,0.0002654107,0.0004456651,0.001065991,0.0008864373,0.0004968577,0.0005589174,0.0002488602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002114131,"about_ca_system_score_gemma":0.0002209836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006021658,"about_ca_topic_score_gemma":0.0009113459,"domain_scores_codex":[0.9997553,0.00005713059,0.000006781355,0.00002701676,0.0001164347,0.00003723782],"domain_scores_gemma":[0.9985494,0.0009422287,0.0001324143,0.0001718792,0.0001674598,0.00003667038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006655508,0.0001388173,0.004930166,0.000179456,0.0000268939,0.0005432836,0.0004006561,0.8278165,0.07553819,0.04352134,0.0008853423,0.04535372],"study_design_scores_gemma":[0.00003586713,0.0001363775,0.002499872,0.000008356837,0.00001508159,0.0002899634,0.0001185458,0.9629589,0.02449539,0.008948307,0.0004744729,0.00001902042],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9047266,0.0003212288,0.08212235,0.0003401316,0.00006235552,0.00002728908,0.00003645976,0.000363167,0.01200047],"genre_scores_gemma":[0.9945472,0.0001027648,0.004557998,0.00001251547,0.000007062945,0.000005712159,0.00001213358,0.00003294505,0.0007216434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00230636,"threshold_uncertainty_score":0.007715583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0293293735502752,"score_gpt":0.2839205503486757,"score_spread":0.2545911767984005,"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."}}