{"id":"W1502617732","doi":"","title":"Operation research tools and methodology for the design and provisioning of survivable optical networks","year":2013,"lang":"en","type":"article","venue":"Optical Network Design and Modelling","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Provisioning; Computer science; Virtualization; Computer network; Distributed computing; Cloud computing","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":[0.003067636,0.0002093433,0.0003774717,0.00005506349,0.0003436751,0.0001848648,0.000157571,0.0002952455,0.000004566135],"category_scores_gemma":[0.000352598,0.0001519136,0.00002867987,0.0002051017,0.0005083477,0.0002674138,0.0001442618,0.0005240952,9.380126e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001894645,"about_ca_system_score_gemma":0.0000135996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004457312,"about_ca_topic_score_gemma":6.029912e-7,"domain_scores_codex":[0.998194,0.0002289176,0.0003684737,0.0003538898,0.0001587636,0.0006959269],"domain_scores_gemma":[0.9852751,0.01420682,0.0000262252,0.0002244633,0.0001384177,0.0001289168],"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":[0.00005849509,0.000006639056,0.000006735404,0.00003204983,0.00002957815,6.80791e-7,0.00003203677,0.8774413,0.0005563351,0.05644443,0.000122932,0.06526873],"study_design_scores_gemma":[0.0002443093,0.0002251956,0.0000150913,0.00006533966,0.0000303733,0.000007788174,0.00008046047,0.9657638,0.0004046521,0.03288906,0.000105674,0.0001682574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003977025,0.006471164,0.9875066,0.0001980886,0.00007281068,0.001566502,4.717824e-7,0.0001265553,0.00008082568],"genre_scores_gemma":[0.2228127,0.003643173,0.7731362,0.00001939667,0.000112995,0.0002210289,0.000001755286,0.00003576794,0.00001700329],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2188357,"threshold_uncertainty_score":0.6194856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2312981204442617,"score_gpt":0.3376070275623192,"score_spread":0.1063089071180575,"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."}}