{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003093888,0.0002186668,0.0002084648,0.000054858,0.0001383081,0.00005967055,0.0001212594,0.0002677438,0.000003643827],"category_scores_gemma":[0.00002286552,0.000220691,0.0000441474,0.0001997289,0.00006027076,0.0002021757,0.00002007426,0.0002516135,0.000003289261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006585875,"about_ca_system_score_gemma":0.00001361502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001251076,"about_ca_topic_score_gemma":0.000001372037,"domain_scores_codex":[0.9987409,0.00001909167,0.0002713333,0.0002756827,0.0001222044,0.0005708489],"domain_scores_gemma":[0.9994807,0.0001646356,0.00003034103,0.0001595209,0.00007182905,0.00009297651],"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":[0.00003248367,0.00001298246,0.00005652526,0.00003811854,0.00002950922,5.077979e-7,0.0001246222,0.9339198,0.0004220866,0.03120493,0.00006575188,0.03409267],"study_design_scores_gemma":[0.0001712662,0.0001095373,0.00001142737,0.0001362365,0.00005591221,0.000002758257,0.00004573488,0.984381,0.003031759,0.01152634,0.0002768209,0.0002512325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006612369,0.0009464463,0.9909552,0.00005802514,0.0001300335,0.0005024165,6.106981e-7,0.0005757781,0.0002190774],"genre_scores_gemma":[0.6499003,0.0007593741,0.3489656,0.000006590622,0.0002406855,0.00005572733,0.000007459377,0.00004438744,0.00001980853],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.643288,"threshold_uncertainty_score":0.8999519,"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."}}