{"id":"W4243283503","doi":"10.32920/ryerson.14637918","title":"Delivering Services Over Next Generation Broadband Networks: Exploring Devices, Applications and Networks","year":2021,"lang":"en","type":"preprint","venue":"","topic":"ICT Impact and Policies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada; Swinburne University of Technology","keywords":"Broadband; Broadband networks; Mobile broadband; Telecommunications; Wireless broadband; Service delivery framework; Service (business); Access network; Computer science; Investment (military); Data as a service; Business; Wireless network; Wireless; Marketing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009488667,0.0002701802,0.0001977832,0.001065076,0.001064494,0.005438983,0.0004412351,0.001068798,0.002444942],"category_scores_gemma":[0.001645895,0.0002002394,0.0002755525,0.002286742,0.003342842,0.007428145,0.001777547,0.001009964,0.0003370458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002639252,"about_ca_system_score_gemma":0.001211105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00824156,"about_ca_topic_score_gemma":0.009639859,"domain_scores_codex":[0.9991167,0.000465343,0.00001756265,0.00004858071,0.0001876437,0.0001641976],"domain_scores_gemma":[0.9989813,0.0007546388,0.00007784288,0.00004401509,0.00008701775,0.00005513069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004539401,0.0000984092,0.01395522,0.0003896776,0.00002143572,0.0004710232,0.0228836,0.004137269,0.001559082,0.8797435,0.003779403,0.07291599],"study_design_scores_gemma":[0.00001101066,0.0001279357,0.04378882,0.001160457,0.00003617437,0.0007698432,0.1594668,0.01480379,0.0020346,0.4648861,0.3128594,0.00005505469],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4425113,0.02328812,0.03311244,0.02598421,0.0001339741,0.00009294233,0.0002035885,0.00005001484,0.4746234],"genre_scores_gemma":[0.9551567,0.02177093,0.005777824,0.0006478564,0.00003737138,0.00005634483,0.00006423083,0.00002071478,0.01646811],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00824156,"threshold_uncertainty_score":0.01914918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04379336711860531,"score_gpt":0.2420014435934133,"score_spread":0.198208076474808,"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."}}