{"id":"W2096752602","doi":"10.1109/broadnets.2006.4374413","title":"Dynamic Lightpath Allocation in Survivable Multifiber WDM Netwoks","year":2006,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Wavelength-division multiplexing; Computer science; Heuristic; Multiplexing; Computer network; Integer programming; Distributed computing; Wavelength; Telecommunications; Algorithm; Optics; Physics","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":[0.00005311824,0.0001103417,0.0001125335,0.0000704238,0.00001636029,0.00001352027,0.0001056292,0.0001058551,0.00002847944],"category_scores_gemma":[0.00001065836,0.0001046904,0.00001821899,0.0002502715,0.00002624356,0.0001146582,0.00002606425,0.000137862,0.00007165012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009923684,"about_ca_system_score_gemma":0.000002595506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008491802,"about_ca_topic_score_gemma":0.001141917,"domain_scores_codex":[0.9993431,0.000005128891,0.0001754836,0.0001362335,0.00006888977,0.0002711461],"domain_scores_gemma":[0.9997197,0.00004537229,0.000009652093,0.0001955138,0.00001375191,0.00001597799],"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":[0.000001881461,0.00002021092,0.001311862,0.0000127465,0.000003325931,0.000005227248,0.000005507298,0.9772281,0.002923391,0.008013875,0.0006330212,0.009840875],"study_design_scores_gemma":[0.000181234,0.000008660947,0.007456185,0.00001433266,0.000001930138,0.000001156423,0.0000224706,0.9804842,0.001346226,0.007939522,0.002354659,0.0001894391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6541497,0.0008360898,0.2809952,0.0001695603,0.0002951481,0.0003118801,0.000001994102,0.003379153,0.05986127],"genre_scores_gemma":[0.9225442,0.00005386687,0.07635083,0.00001014898,0.00001779664,0.00002086152,0.00001245734,0.00002451238,0.0009653452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2683945,"threshold_uncertainty_score":0.426915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00419009418189206,"score_gpt":0.1961836637356266,"score_spread":0.1919935695537346,"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."}}