{"id":"W4321612297","doi":"10.1007/s11432-022-3692-5","title":"SpectrumChain: a disruptive dynamic spectrum-sharing framework for 6G","year":2023,"lang":"en","type":"article","venue":"Science China Information Sciences","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Jiangsu Provincial Key Research and Development Program; Government of Jiangsu Province; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China; China Association for Science and Technology","keywords":"Enabling; Key (lock); Computer science; Wireless; Broad spectrum; Telecommunications; Computer security","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":[0.001132965,0.0001438964,0.0001315205,0.0009073163,0.0010032,0.0003941715,0.001864911,0.0000589472,0.00001390139],"category_scores_gemma":[0.0007566143,0.0001277959,0.00004421689,0.005089493,0.001235696,0.004273221,0.0002997067,0.0001924261,0.0001807948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001834873,"about_ca_system_score_gemma":0.00007246531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000473701,"about_ca_topic_score_gemma":0.000006308526,"domain_scores_codex":[0.998403,0.000004299182,0.0003233726,0.0002119208,0.000503862,0.0005535197],"domain_scores_gemma":[0.9991542,0.0001400364,0.0001075749,0.0004775153,0.00005637115,0.00006427041],"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":[0.000003361232,0.000006036131,0.0003891652,0.00005741679,0.000005221486,2.810346e-7,0.00537389,0.4948238,0.0008177142,0.4484873,0.0001096923,0.04992623],"study_design_scores_gemma":[0.0000659768,0.00003877588,0.004724391,0.00003841817,9.449954e-7,0.000002566791,0.003084279,0.7599615,0.005586517,0.2256604,0.0006526028,0.0001835963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1808867,0.00005408856,0.8082156,0.001641499,0.0006649101,0.0004586914,0.00002253678,0.002883969,0.005172045],"genre_scores_gemma":[0.9718905,0.0001752444,0.02774703,0.00004179406,0.00001387003,0.00009686788,0.000007299784,0.00000703561,0.00002032578],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7910038,"threshold_uncertainty_score":0.7715902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01998034068967086,"score_gpt":0.317852066704828,"score_spread":0.2978717260151571,"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."}}