{"id":"W2528577987","doi":"","title":"Design and Analysis of Green Mission-Critical Fiber-Wireless Broadband Access Networks","year":2011,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo","keywords":"Broadband; Telecommunications; Wireless broadband; Wireless; Computer network; Wireless network; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007429114,0.000255753,0.0007040132,0.0004875267,0.00007410811,0.00001304709,0.0004761853,0.0005301819,0.0001841358],"category_scores_gemma":[0.0000149994,0.0002882298,0.0001438928,0.0006309047,0.0002152466,0.0002343537,0.0001062014,0.0003183931,0.000002774859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003002693,"about_ca_system_score_gemma":0.00001217025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002911086,"about_ca_topic_score_gemma":0.002999054,"domain_scores_codex":[0.9990643,0.00003143852,0.0001674616,0.0002936163,0.0001601945,0.0002830123],"domain_scores_gemma":[0.9991853,0.0001827348,0.00009801809,0.0003160519,0.0001203565,0.00009751282],"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":[0.001375815,0.0002946612,0.004084298,0.004077597,0.009493644,0.0002629671,0.04352516,0.6810442,0.00411841,0.001683963,0.001970237,0.248069],"study_design_scores_gemma":[0.0009017021,0.0002757411,0.01979545,0.0009103951,0.007294808,0.000003038897,0.02088181,0.9424393,0.003996935,0.001826069,0.0001503994,0.001524372],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777465,0.0009225025,0.02028815,0.00004842655,0.0001264317,0.0002445837,0.00002407625,0.0002781314,0.0003212386],"genre_scores_gemma":[0.7066727,0.006458585,0.1373541,0.00001154111,0.00007704701,0.000002749166,0.0009999598,0.0002403103,0.1481831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2710738,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01547026337166241,"score_gpt":0.2238360654888001,"score_spread":0.2083658021171377,"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."}}