{"id":"W2088132095","doi":"10.1023/b:pnet.0000026890.01257.61","title":"Virtual Topology Design and Reconfiguration of Virtual Private Networks (VPNs) over All-Optical WDM Networks","year":2004,"lang":"en","type":"article","venue":"Photonic Network Communications","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Ottawa","funders":"","keywords":"Computer science; Heuristics; Control reconfiguration; Private network; Computer network; Routing (electronic design automation); Distributed computing; Network topology; Set (abstract data type); Path (computing); Mathematical optimization; Integer programming; Topology (electrical circuits); Algorithm; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004525532,0.0003685086,0.0005241835,0.00009694174,0.0002510894,0.0000445223,0.001025942,0.0004635631,0.00003689457],"category_scores_gemma":[0.00009962714,0.000395348,0.00009717111,0.0005790089,0.0009130777,0.0002565568,0.0005154816,0.001020862,0.000009200225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001812993,"about_ca_system_score_gemma":0.00003690608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009679195,"about_ca_topic_score_gemma":0.00007332546,"domain_scores_codex":[0.9978453,0.0001388122,0.0007563473,0.0003495801,0.000160581,0.0007493814],"domain_scores_gemma":[0.9967036,0.001135042,0.0001536221,0.001804978,0.00007019895,0.0001325341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003232142,0.0000481586,0.00004720964,0.000004991583,0.0001084108,0.000001812128,0.00005169823,0.8335356,0.0002711051,0.149454,0.0003113221,0.01613336],"study_design_scores_gemma":[0.0007834827,0.0003016379,0.0005113687,0.0001162072,0.00008987827,0.00002595847,0.00006145569,0.9774227,0.0003757421,0.01627237,0.003576866,0.0004622939],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02533505,0.006050685,0.9648908,0.000466871,0.0003773911,0.0007407146,0.000003891141,0.0008583227,0.001276326],"genre_scores_gemma":[0.852739,0.01393945,0.1327114,0.0001863467,0.0001169298,0.0001610758,0.00005702614,0.00007283422,0.00001592379],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8321794,"threshold_uncertainty_score":0.9998499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0196417665267973,"score_gpt":0.2531661347840096,"score_spread":0.2335243682572123,"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."}}