{"id":"W2004603224","doi":"10.1109/broadnets.2007.4550405","title":"Using closed loop feedback control theoretic techniques to improve obs networks performance","year":2007,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Optical burst switching; Computer science; Control theory (sociology); Real-time computing; Control (management); Wavelength-division multiplexing; Optical performance monitoring; Physics; Optics; Artificial intelligence","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":[0.0007207192,0.0006162928,0.0003340792,0.0002701282,0.000244636,0.0005384948,0.0004793961,0.0004960303,0.0008427343],"category_scores_gemma":[0.002185374,0.0001540411,0.0002566188,0.0001760614,0.0005063125,0.0005968189,0.0003676575,0.0005940865,0.0001149678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003814115,"about_ca_system_score_gemma":0.0002900629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008359023,"about_ca_topic_score_gemma":0.0006366158,"domain_scores_codex":[0.9996244,0.00008345707,0.00002072808,0.00006226538,0.0001718335,0.00003728248],"domain_scores_gemma":[0.9991847,0.000457417,0.0001202927,0.00005442178,0.0001693423,0.00001381583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001744551,0.0001998238,0.0008565467,0.0002587121,0.00005959157,0.0001530902,0.0002100748,0.7399062,0.06276547,0.03371856,0.00135379,0.1603437],"study_design_scores_gemma":[0.00001792743,0.0002486694,0.0002015933,0.00001159486,0.00001232898,0.00003621765,0.000008257499,0.9855983,0.009492471,0.003222295,0.001139962,0.00001049912],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02346399,0.0002859925,0.9727123,0.0001206551,0.00007718864,0.00002587353,0.00001119695,0.000539073,0.002763677],"genre_scores_gemma":[0.9433298,0.0002772615,0.05490479,0.00009994151,0.00007713975,0.00004732758,0.00001924277,0.0000256839,0.001218764],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0008427343,"threshold_uncertainty_score":0.003811598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008408212423245435,"score_gpt":0.2339182841555829,"score_spread":0.2255100717323375,"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."}}