{"id":"W4387448911","doi":"10.1109/mcom.006.2300243","title":"A Novel Framework of Failure Localization in Optical Transport Network","year":2023,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Optical Transport Network; Distributed computing; Telecommunications; Optical performance monitoring; Wavelength-division multiplexing; Optoelectronics","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":[0.002164181,0.001158644,0.0009617748,0.001767848,0.0007844596,0.002277446,0.003035436,0.001294819,0.001670143],"category_scores_gemma":[0.003983869,0.00041662,0.001029607,0.001624613,0.001912408,0.002954167,0.001977937,0.001794941,0.0003531668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002392102,"about_ca_system_score_gemma":0.001904131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008918149,"about_ca_topic_score_gemma":0.005561812,"domain_scores_codex":[0.9981603,0.0005615987,0.00006544957,0.0005047976,0.0004940003,0.0002137732],"domain_scores_gemma":[0.9986076,0.0004865967,0.0002825756,0.0002173209,0.0003133999,0.00009247929],"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":[0.00007573172,0.00004988433,0.001296262,0.0001130756,0.00006058428,0.0002715006,0.0001760066,0.6288089,0.00324646,0.3172192,0.003251086,0.04543138],"study_design_scores_gemma":[0.000004316772,0.00002416117,0.000146441,0.00001018979,0.00001060465,0.00005461351,0.0000216384,0.9533954,0.0004960138,0.04392268,0.001904232,0.000009690571],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002668256,0.0002240399,0.9955297,0.0001600417,0.00004379347,0.00002416169,0.00006089265,0.0001507992,0.0011383],"genre_scores_gemma":[0.551916,0.001258708,0.4394458,0.000264862,0.0004453878,0.0002679182,0.0004622724,0.0001522869,0.005786708],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008918149,"threshold_uncertainty_score":0.01773244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02849175917029728,"score_gpt":0.2817953580646079,"score_spread":0.2533035988943106,"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."}}