{"id":"W2117676287","doi":"10.1109/lpt.2004.833083","title":"Analytic Estimation of Penalty Due to Filter Transfer Function Variation on WDM Systems","year":2004,"lang":"en","type":"article","venue":"IEEE Photonics Technology Letters","topic":"Optical Network Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Wavelength-division multiplexing; Bandwidth (computing); Optical filter; Transfer function; Filter (signal processing); Computer science; Penalty method; Function (biology); Electronic engineering; Optics; Wavelength; Physics; Mathematics; Telecommunications; Mathematical optimization; Engineering","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":[0.0001353903,0.0002096427,0.0003038872,0.0006549047,0.00004246366,0.00001906492,0.0002559286,0.0003602209,0.000005790452],"category_scores_gemma":[0.00004412324,0.000215624,0.00006083569,0.0008523371,0.00008607275,0.00009883341,0.00001600999,0.0003860442,0.00006809881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002840526,"about_ca_system_score_gemma":0.00001209364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001371718,"about_ca_topic_score_gemma":0.000007642431,"domain_scores_codex":[0.9988161,0.0000100078,0.0003912818,0.0002717614,0.0001885046,0.0003223621],"domain_scores_gemma":[0.9993564,0.00004438399,0.00003580309,0.0004884292,0.00003868581,0.00003625884],"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":[0.00001873029,0.00002641455,0.0000158927,0.00005453323,0.00006309275,0.00001013363,0.000035382,0.9003916,0.0886757,0.0094811,0.0001744489,0.001052918],"study_design_scores_gemma":[0.001064385,0.0005746268,0.0008731429,0.0002615676,0.000145644,0.00004835378,0.00005712789,0.7394404,0.2512529,0.00547431,0.0002162042,0.0005913825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6046187,0.00002825633,0.3923313,0.001201561,0.0004415449,0.0003053579,0.000006610303,0.001006387,0.00006025079],"genre_scores_gemma":[0.9940569,0.00001120722,0.005512926,0.0002467013,0.00001807544,0.0001070944,0.000005797518,0.00003850947,0.00000276375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3894382,"threshold_uncertainty_score":0.8792893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006915809607844363,"score_gpt":0.1968287697991119,"score_spread":0.1899129601912675,"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."}}