{"id":"W2032315600","doi":"10.1109/netwks.2008.4763725","title":"Efficient and scalable design of protected working capacity envelope","year":2008,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Scalability; Computer science; Envelope (radar); Wavelength-division multiplexing; Computer network; Telecommunications; Database; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005048227,0.00008150077,0.0001220866,0.00004265175,0.00003883999,0.000002908202,0.0000651952,0.00006785803,0.00001200224],"category_scores_gemma":[0.00006063179,0.00007020624,0.00001001612,0.0002275121,0.0001336254,0.00001665406,0.00003426368,0.0001144546,0.000004340808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002097361,"about_ca_system_score_gemma":0.000003671033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002125086,"about_ca_topic_score_gemma":5.733625e-7,"domain_scores_codex":[0.9995359,0.000006789603,0.0001194078,0.00009471915,0.00007130654,0.00017183],"domain_scores_gemma":[0.9997592,0.00006585659,0.00001184242,0.0001192298,0.00001789429,0.00002595208],"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":[0.000005351894,0.00001196924,0.0004783712,0.00002316651,0.00001092095,0.000003773265,0.00005685852,0.9799779,0.01271484,0.0009263522,0.00006502389,0.005725459],"study_design_scores_gemma":[0.0002271069,0.00004529291,0.002605526,0.00005382494,0.000004392256,0.00002141578,0.00002959028,0.9444985,0.0512392,0.0008698017,0.0001966838,0.0002086329],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4379569,0.0001555794,0.559629,0.000008789482,0.00002132714,0.0001780545,2.051212e-7,0.0005901344,0.001460064],"genre_scores_gemma":[0.6387036,0.00003928126,0.3612098,0.000002221938,0.000004216037,0.00001064672,7.886269e-8,0.000007951763,0.00002220194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2007467,"threshold_uncertainty_score":0.2862927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03236809987694879,"score_gpt":0.1958253653497779,"score_spread":0.1634572654728291,"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."}}