{"id":"W3146115999","doi":"10.1007/s00170-021-06823-y","title":"Development and validation of a machining fixture for complex-shaped components based on Plückerian matrix approach and SDT concept","year":2021,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Fixture; Machining; Mechanical engineering; Process (computing); Engineering drawing; Engineering; Clamping; Realization (probability); Turbine; Matrix (chemical analysis); Computer science; Manufacturing engineering; Mathematics","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":[0.0001196132,0.0001157076,0.0001880556,0.0001942705,0.00005717525,0.00002948358,0.0002127408,0.0000682489,0.000008495084],"category_scores_gemma":[0.00004481628,0.0000930121,0.00002910481,0.00003961062,0.00004698115,0.0000830058,0.00005586205,0.0001666243,1.169339e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000462022,"about_ca_system_score_gemma":0.00001810308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.450964e-7,"about_ca_topic_score_gemma":7.84942e-7,"domain_scores_codex":[0.9992869,0.00001023086,0.0003153011,0.0001087351,0.0001780878,0.0001007744],"domain_scores_gemma":[0.9994847,0.0000838871,0.0002034834,0.00008698516,0.0001168612,0.00002405554],"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":[0.0002341948,0.00006239409,0.00009771072,0.0001749011,0.000209141,0.00001097271,0.000631466,0.9053637,0.04659883,0.0009671181,0.00002255271,0.04562707],"study_design_scores_gemma":[0.001473929,0.00005412949,0.001090924,0.0001354943,0.00002110678,0.00009242781,0.0002352334,0.09622751,0.896831,0.001323721,0.002387494,0.000126983],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8223085,0.000184829,0.1765046,0.00061142,0.0001795199,0.000109081,0.00001009179,0.00004301294,0.00004899692],"genre_scores_gemma":[0.8461757,0.00004633053,0.1536535,0.00004037266,0.00002872976,0.0000066079,0.00002648685,0.00001362536,0.000008650662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8502322,"threshold_uncertainty_score":0.3792923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566580979476783,"score_gpt":0.2499834622023084,"score_spread":0.2343176524075405,"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."}}