{"id":"W2101661875","doi":"10.1109/icma.2005.1626750","title":"Research on the control technique for optimal dispersion winding system","year":2006,"lang":"en","type":"article","venue":"","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Winding machine; Dispersion (optics); Yarn; Optimal control; Basis (linear algebra); Computer science; Control theory (sociology); Optimal design; Control (management); Engineering; Mechanical engineering; Mathematics; Mathematical optimization; Physics; Artificial intelligence; Optics","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":[0.0006662529,0.0004501628,0.0004924956,0.0003826925,0.0002988552,0.0004899036,0.0004458873,0.0003584235,0.001185339],"category_scores_gemma":[0.001114532,0.0002191495,0.0003288218,0.0002681199,0.0004182264,0.000916274,0.0002586825,0.0004571853,0.0001908366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003489378,"about_ca_system_score_gemma":0.000291048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007157653,"about_ca_topic_score_gemma":0.0003880028,"domain_scores_codex":[0.9995593,0.00008729375,0.00002836393,0.0001299208,0.0001688086,0.00002627383],"domain_scores_gemma":[0.9996953,0.0001130877,0.00004728295,0.00002429491,0.0001110543,0.000009010289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002893334,0.0001090486,0.001400682,0.0006953321,0.00007689343,0.0001501616,0.0005455845,0.2577428,0.1519022,0.1120442,0.001821366,0.4732224],"study_design_scores_gemma":[0.00004551578,0.0003201679,0.0005125186,0.0000313341,0.00003155246,0.0001628794,0.00003599931,0.9663447,0.01761219,0.009488715,0.005386443,0.00002807962],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00889497,0.0004680922,0.9886468,0.00006191136,0.00003906194,0.00001596668,0.00000403734,0.0001012247,0.001768044],"genre_scores_gemma":[0.8342416,0.001178898,0.1614732,0.00005506285,0.0001438597,0.00009497879,0.0000355736,0.00005082719,0.002726015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001185339,"threshold_uncertainty_score":0.003965318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01636871519080599,"score_gpt":0.2677913389378381,"score_spread":0.2514226237470321,"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."}}