{"id":"W1563937190","doi":"10.1109/mwscas.2003.1562199","title":"Keynote Speech; Challenges and Future Trends in Telecommunication Systems and Networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Telecommunications; Presentation (obstetrics); Computer 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":[0.00005688641,0.0001005982,0.0001302051,0.00008888036,0.00001819598,0.00001716608,0.00007307635,0.0001468179,0.000002352739],"category_scores_gemma":[0.000002148118,0.00009020223,0.000007552152,0.0001283914,0.00003931355,0.00008815589,0.00004557335,0.0001824176,6.583172e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002172124,"about_ca_system_score_gemma":4.287811e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001258359,"about_ca_topic_score_gemma":0.0002698156,"domain_scores_codex":[0.9995483,0.000009368149,0.0001296178,0.0001106771,0.00003675717,0.0001652397],"domain_scores_gemma":[0.9997193,0.00004420602,0.00001127141,0.0002015128,0.000006266323,0.0000174599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002669271,0.000007743663,0.0002314628,0.00002568393,0.000005378752,0.000003487318,0.00002089147,0.09830757,0.00002740115,0.03713467,0.0002088987,0.8640242],"study_design_scores_gemma":[0.0005035069,0.00004394878,0.05843423,0.00005582371,0.000008339087,0.00003435985,0.0005899462,0.9072422,0.00003834096,0.003988815,0.02865585,0.0004046147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2811305,0.5822842,0.01768886,0.003144406,0.0004795883,0.0003908011,0.000002300743,0.003604208,0.1112752],"genre_scores_gemma":[0.9492737,0.03793503,0.01253443,0.000004445352,0.000140903,0.0000119253,0.000004615834,0.00001643327,0.00007848354],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8636195,"threshold_uncertainty_score":0.367834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009708983899107841,"score_gpt":0.2124919424483922,"score_spread":0.2027829585492844,"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."}}