{"id":"W1559397077","doi":"","title":"Monitoring trail allocation for fast link failure localization without electronic alarm dissemination","year":2011,"lang":"en","type":"article","venue":"Optical Network Design and Modelling","topic":"Optical Network Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Node (physics); ALARM; Greedy algorithm; Heuristic; Real-time computing; Set (abstract data type); Distributed computing; Computer network; Algorithm; Engineering; 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":[0.0008312632,0.000508249,0.0005321697,0.0007233243,0.0006211148,0.0006366925,0.0009144778,0.0003593973,0.002096194],"category_scores_gemma":[0.001638283,0.0002731549,0.0002421211,0.000703207,0.0005389605,0.001194942,0.0008304248,0.0003826306,0.0002413467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007339749,"about_ca_system_score_gemma":0.001402343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001571123,"about_ca_topic_score_gemma":0.002905826,"domain_scores_codex":[0.9996552,0.000130988,0.00001911769,0.00004722608,0.00006764785,0.00007974659],"domain_scores_gemma":[0.9992139,0.0003392145,0.0001679805,0.0001087733,0.0001105732,0.00005952392],"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":[0.0003974424,0.0001416515,0.001241937,0.0001073617,0.0000247089,0.00009360843,0.0001064488,0.7674026,0.01396732,0.01265592,0.001898835,0.2019621],"study_design_scores_gemma":[0.00004320417,0.0001115696,0.0002504643,0.000009709935,0.00001308733,0.00004533833,0.00003577341,0.9855207,0.004822757,0.008077884,0.001059791,0.000009804578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07227634,0.0001872001,0.9244519,0.0001325952,0.00002474472,0.00009335256,0.00004512139,0.000495826,0.002292928],"genre_scores_gemma":[0.7305666,0.0001061145,0.2670262,0.00004786861,0.00001453214,0.00009947753,0.00006711846,0.00005833539,0.002013681],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002096194,"threshold_uncertainty_score":0.007012486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02521355694635951,"score_gpt":0.2253275891918286,"score_spread":0.2001140322454691,"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."}}