{"id":"W4246239822","doi":"10.1364/ofc.2001.ws2","title":"40Gbps Optical Transport System, do Carriers need it?","year":2001,"lang":"en","type":"article","venue":"Optical Fiber Communication Conference and International Conference on Quantum Information","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Computer science; Reduction (mathematics); Telecommunications; Business","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002328623,0.0003056871,0.0002963472,0.0002253165,0.0001692524,0.0002796722,0.0007179357,0.0002730095,0.0004656081],"category_scores_gemma":[0.0001218207,0.000294911,0.00006766765,0.0002244425,0.0003233402,0.001619443,0.0001105149,0.0005932153,0.0003776362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001592739,"about_ca_system_score_gemma":0.00004875654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008338619,"about_ca_topic_score_gemma":0.000008352977,"domain_scores_codex":[0.998291,0.00003022566,0.0007166513,0.0002040088,0.0004088031,0.0003493614],"domain_scores_gemma":[0.9985161,0.0001644801,0.000103331,0.0005814434,0.0004557595,0.0001788259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007502081,0.00002277207,0.0001055431,0.00003627836,0.00004543878,0.000002021473,0.0002555299,0.002034495,0.0001180493,0.9464818,0.0002881533,0.05053489],"study_design_scores_gemma":[0.001147464,0.0002262157,0.001651357,0.0006079776,0.00004882447,0.00007526277,0.006118163,0.928248,0.0003287707,0.01540309,0.04529396,0.000850878],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1301697,0.0001589901,0.1048896,0.009166052,0.0005527553,0.0007066401,0.00006844192,0.001573675,0.7527142],"genre_scores_gemma":[0.9896305,0.00211579,0.007501416,0.0001957265,0.00003520419,0.00009128681,0.0002515869,0.00001893226,0.0001595632],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9310787,"threshold_uncertainty_score":0.9999503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03288492722941951,"score_gpt":0.2670751713302391,"score_spread":0.2341902441008196,"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."}}