{"id":"W4410994249","doi":"10.1364/ofc.2025.m1j.7","title":"Autonomous Closed-Loop Operations to Ensure QoT Connections in SDN-controlled Elastic Optical Networks","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Huawei Technologies (Canada)","funders":"","keywords":"Loop (graph theory); Computer science; Closed loop; Computer network; Control engineering; 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":[0.0004277788,0.0002017576,0.0002101526,0.0001622262,0.0004738523,0.0005195019,0.0006146468,0.0002681973,0.001329231],"category_scores_gemma":[0.0008410056,0.000112423,0.0001228834,0.0000913945,0.0005986437,0.0006133181,0.0005540179,0.0003769128,0.00009403258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004658751,"about_ca_system_score_gemma":0.0006229515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002199728,"about_ca_topic_score_gemma":0.0020115,"domain_scores_codex":[0.9997727,0.00003808943,0.00000797106,0.00003208011,0.0001089542,0.00004022907],"domain_scores_gemma":[0.999629,0.0001640498,0.00005105682,0.00003817548,0.00009165423,0.00002606897],"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":[0.0006080834,0.0002106766,0.00187443,0.0001366098,0.00003870881,0.000261447,0.0003824444,0.6992324,0.1212179,0.06280155,0.001204462,0.1120312],"study_design_scores_gemma":[0.00001473356,0.00006288402,0.0001543565,0.000003432868,0.000003033479,0.00002011342,0.00001461891,0.9889491,0.006638868,0.00358818,0.0005452624,0.000005550143],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1740172,0.0001650994,0.8195993,0.0001121972,0.00006547939,0.00007120835,0.00001772122,0.0005118293,0.005439979],"genre_scores_gemma":[0.9833109,0.00003230142,0.01582322,0.00001814545,0.000005757684,0.00001599761,0.000006209152,0.00001284684,0.000774592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002199728,"threshold_uncertainty_score":0.004446745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008023038759871596,"score_gpt":0.254075351232014,"score_spread":0.2460523124721424,"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."}}