{"id":"W1968539478","doi":"10.1243/0954405042418455","title":"Effect of workpiece/fixture dynamics on the machining process output","year":2004,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Fixture; Machining; Interfacing; Process (computing); Engineering; Mechanical engineering; Finite element method; Computer science; Structural engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004308365,0.0004394127,0.0004033606,0.000322273,0.0002434818,0.0005782427,0.0004034218,0.0005226322,0.002819528],"category_scores_gemma":[0.001867342,0.0003198607,0.0002895098,0.0002371213,0.0002897119,0.0003911123,0.0003160648,0.0003740753,0.0002868106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003330339,"about_ca_system_score_gemma":0.0002390232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001391231,"about_ca_topic_score_gemma":0.000851622,"domain_scores_codex":[0.9997943,0.00004061079,0.00001455171,0.00003646283,0.00007670924,0.00003740135],"domain_scores_gemma":[0.9987828,0.0008982625,0.00008589459,0.0001072719,0.00008498802,0.00004080893],"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":[0.0009739352,0.0001000809,0.006272504,0.0001412718,0.00003800908,0.0002552482,0.0001268764,0.8898047,0.08312631,0.0002979592,0.0001660867,0.01869701],"study_design_scores_gemma":[0.00004046517,0.0004319793,0.008638384,0.00001253423,0.0000231878,0.0001133072,0.00003509257,0.876675,0.1133956,0.0001394013,0.0004672712,0.00002780205],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690157,0.0001138492,0.02864793,0.00003136502,0.00001031137,0.00002792468,0.0001381326,0.0003679426,0.001646949],"genre_scores_gemma":[0.9985459,0.00002300033,0.001133669,0.00000229972,5.436282e-7,0.000005963928,0.00003836158,0.00001607667,0.0002341451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002819528,"threshold_uncertainty_score":0.009432316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004886052317849697,"score_gpt":0.19565434185872,"score_spread":0.1907682895408703,"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."}}