{"id":"W4407821236","doi":"10.1016/j.comnet.2025.111115","title":"Spectrum efficiency through data: A methodology for evaluating local licensing strategies","year":2025,"lang":"en","type":"article","venue":"Computer Networks","topic":"ICT Impact and Policies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; Telecommunications","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":[0.0004581434,0.0001700268,0.0002585887,0.00005761603,0.0001234469,0.0001304165,0.0003600961,0.0001149033,0.000005601488],"category_scores_gemma":[0.0000175228,0.0001642488,0.00005060903,0.0002346296,0.00006355837,0.0002161692,0.000179066,0.0001931771,0.000003366483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003861341,"about_ca_system_score_gemma":0.00004782601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002460428,"about_ca_topic_score_gemma":0.00002637876,"domain_scores_codex":[0.9990402,0.00007596189,0.0002313669,0.0001387687,0.00006312113,0.0004506003],"domain_scores_gemma":[0.9987755,0.0007167161,0.00002705349,0.0004250054,0.00002689101,0.00002885505],"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":[0.000009299537,0.000006926063,0.00001611969,0.00005671623,0.00005632854,6.446721e-7,0.0009689418,0.9304357,0.00003049623,0.00834316,0.01190218,0.04817355],"study_design_scores_gemma":[0.0002663014,0.00006266344,0.0001943343,0.00007378671,0.00003850513,0.000006279698,0.0002465188,0.9898655,0.0001190742,0.002994455,0.005978837,0.0001536853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01128955,0.001641001,0.981859,0.0001529364,0.002574263,0.0002100073,0.000004998965,0.0003171607,0.001951059],"genre_scores_gemma":[0.8881434,0.00005873437,0.1096257,0.0005682741,0.001442021,0.00000906136,0.00005738608,0.00003361686,0.00006183296],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8768538,"threshold_uncertainty_score":0.669787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1161330134384248,"score_gpt":0.3848542981262377,"score_spread":0.2687212846878128,"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."}}