{"id":"W4387495066","doi":"10.3390/fi15100334","title":"Oceania’s 5G Multi-Tier Fixed Wireless Access Link’s Long-Term Resilience and Feasibility Analysis","year":2023,"lang":"en","type":"article","venue":"Future Internet","topic":"IoT Networks and Protocols","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Fiji National University","keywords":"Computer science; Computer network; Macro; Cellular network; Telecommunications; Mobile broadband; Internet access; Broadband; Wireless network; Software deployment; Wireless; Wireless broadband; Backhaul (telecommunications); The Internet","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":[0.0002248702,0.0002207938,0.0003110681,0.0001707672,0.0000346434,0.0001939135,0.0004199914,0.0001889496,0.0001865304],"category_scores_gemma":[0.00001309036,0.0001948938,0.0001177498,0.0008177712,0.00004715066,0.0002013946,0.0001356592,0.000309506,0.00005680377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005075131,"about_ca_system_score_gemma":0.000009988928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003368458,"about_ca_topic_score_gemma":0.0009357609,"domain_scores_codex":[0.9988049,0.00004562713,0.0002735048,0.0003704535,0.0001618716,0.000343698],"domain_scores_gemma":[0.9993389,0.00005432186,0.00004409933,0.000398609,0.00004567341,0.0001183905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009512788,0.0000459452,0.9237619,0.0004172271,0.0006319667,0.0001222962,0.001272631,0.01128038,0.0003688519,0.00006376384,0.03725638,0.02468352],"study_design_scores_gemma":[0.0004384144,0.00003347871,0.8247085,0.00007828426,0.0001020537,0.000004167088,0.00002680236,0.1700388,0.0007213129,0.00002905965,0.003493677,0.00032546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98751,0.0002709562,0.007528209,0.0001656452,0.001010816,0.002132159,0.00003469206,0.0006311549,0.0007163283],"genre_scores_gemma":[0.9967909,0.00008581141,0.0001390531,0.00006596942,0.0007977849,0.0003057036,0.00006301181,0.00003292531,0.001718791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1587585,"threshold_uncertainty_score":0.7947537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.031551496443733,"score_gpt":0.316254556309398,"score_spread":0.284703059865665,"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."}}