{"id":"W2295126384","doi":"10.1364/eceoc.2012.we.3.a.3","title":"Flexible Transceivers","year":2012,"lang":"en","type":"article","venue":"","topic":"Optical Network Technologies","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ciena (Canada)","funders":"","keywords":"Transceiver; Wavelength-division multiplexing; Flexibility (engineering); Computer science; Transmission (telecommunications); Electronic engineering; Optical performance monitoring; SIGNAL (programming language); Telecommunications; Computer network; Engineering; Optoelectronics; Materials science; Wireless","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":[0.00002145336,0.0000383542,0.00003657358,0.00001825106,0.000007969023,0.000003744369,0.00005155066,0.00003927631,0.0002616111],"category_scores_gemma":[0.000002672906,0.00003311658,0.00001499039,0.00007217435,0.00001577573,0.000086723,0.000002788358,0.00005161496,0.0003650544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001094439,"about_ca_system_score_gemma":4.619756e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.805946e-7,"about_ca_topic_score_gemma":3.393303e-7,"domain_scores_codex":[0.9997307,9.069112e-7,0.00003456974,0.00002385281,0.00003084104,0.0001791428],"domain_scores_gemma":[0.9998828,0.00001065456,9.57095e-7,0.00007303547,0.000002069015,0.00003045554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004377807,0.000062167,0.0107348,0.00006972165,0.00009030485,0.000002254438,0.0003053067,0.01907762,0.01277132,0.6748628,0.08905773,0.1929616],"study_design_scores_gemma":[0.0006694555,0.0000705843,0.0221364,0.00002465695,0.00004481774,0.00001479349,0.0007555062,0.04060847,0.3739505,0.004757965,0.5558805,0.001086321],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2127708,0.0006136068,0.01726158,0.0001274558,0.0003748623,0.00005555858,5.924895e-7,0.005464034,0.7633315],"genre_scores_gemma":[0.9900418,0.0000326237,0.009515804,0.00001766436,0.00003571394,0.000002350912,2.822706e-7,0.000007746294,0.0003460182],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.777271,"threshold_uncertainty_score":0.4692158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008558457818937942,"score_gpt":0.1826407981081459,"score_spread":0.174082340289208,"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."}}