{"id":"W2056751362","doi":"10.1109/ecoc.2008.4729360","title":"PMD monitoring in traffic-carrying optical systems","year":2008,"lang":"en","type":"article","venue":"","topic":"Optical Network Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Computer science; Optical fiber; Polarization mode dispersion; Fiber; Electronic engineering; Materials science; Telecommunications; 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":[0.0000607685,0.000112572,0.0001648181,0.00009090301,0.00004668738,0.0000141264,0.0001417179,0.0001343735,0.000006211613],"category_scores_gemma":[0.00003342924,0.0001060641,0.00002646851,0.0002412426,0.00004287518,0.00009211047,0.00005008866,0.0002471916,0.00005769481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000813264,"about_ca_system_score_gemma":0.000004168765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004989656,"about_ca_topic_score_gemma":0.000001781079,"domain_scores_codex":[0.9992307,0.000005125743,0.0001972035,0.0001234831,0.0001172482,0.0003262267],"domain_scores_gemma":[0.9996924,0.00007497393,0.000005172175,0.000171378,0.000009604615,0.00004644216],"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":[0.00000225288,0.00001912571,0.007133509,0.00005017877,0.00001471036,0.000144427,0.0001384015,0.9801582,0.0008056858,0.004617458,0.0002633462,0.006652719],"study_design_scores_gemma":[0.0004132069,0.00004027909,0.008624249,0.0001444053,0.00000592335,0.00009936662,0.0006684103,0.9831445,0.005241041,0.00003789341,0.001096176,0.0004845226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837542,0.000663631,0.0009659437,0.00002560317,0.0005116769,0.00009657085,1.944775e-7,0.001943437,0.0120387],"genre_scores_gemma":[0.9903035,0.0001326701,0.009329259,0.000001514686,0.0001176797,0.00001996864,2.692492e-7,0.0000242324,0.00007096345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01196774,"threshold_uncertainty_score":0.4325168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193041489809751,"score_gpt":0.2089818291302656,"score_spread":0.187051414232168,"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."}}