{"id":"W2525499372","doi":"","title":"Real-time Ultra-wideband Spectrum Management in Critical Civil Infrastructures: UCELLS project","year":2012,"lang":"en","type":"article","venue":"Future Network & Mobile Summit","topic":"Ultra-Wideband Communications Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Key (lock); Transceiver; Spectrum management; Wideband; Transmission (telecommunications); Channel (broadcasting); Computer network; Electronic engineering; Wireless; Telecommunications; Engineering; Computer security; Cognitive radio","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001140632,0.0005447662,0.0002463082,0.0006296956,0.000687305,0.0009613695,0.0007127231,0.0007359136,0.001955648],"category_scores_gemma":[0.0006161777,0.0001714893,0.0001722773,0.0003078969,0.0006927585,0.0007655217,0.001210346,0.0006019329,0.0005363868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00108335,"about_ca_system_score_gemma":0.002257175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005629184,"about_ca_topic_score_gemma":0.005273034,"domain_scores_codex":[0.9989447,0.0002417477,0.00002019607,0.0001275591,0.0004209264,0.0002447847],"domain_scores_gemma":[0.9992214,0.0001050445,0.00007510526,0.00008343934,0.0002727576,0.0002421216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001123751,0.0008492467,0.006262739,0.0002716666,0.00006286643,0.0009566057,0.0009898315,0.03658558,0.1362638,0.03747859,0.01556445,0.7635908],"study_design_scores_gemma":[0.000478497,0.004180382,0.01704144,0.0001719707,0.0001642402,0.001501302,0.003395138,0.1584758,0.4492654,0.01007978,0.3550958,0.0001503144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6262962,0.004957472,0.2749913,0.003935049,0.0004788361,0.0006609488,0.0004425345,0.002577083,0.08566051],"genre_scores_gemma":[0.803791,0.002204458,0.1465198,0.0003735781,0.0002127664,0.0003206407,0.001140878,0.0002752088,0.04516169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005629184,"threshold_uncertainty_score":0.01119286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006557581981179372,"score_gpt":0.2459128513915124,"score_spread":0.239355269410333,"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."}}