{"id":"W2558421927","doi":"10.22215/etd/2010-09165","title":"A distributed framework with a novel pricing model for dynamic spectrum access to secondary users in infrastructure based wireless networks","year":2010,"lang":"en","type":"dissertation","venue":"","topic":"Cognitive Radio Networks and Spectrum Sensing","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Telecommunications; Wireless; Computer network; The Internet; World Wide Web","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002346477,0.0007091488,0.000796817,0.0005360245,0.0002509938,0.0009590553,0.001386562,0.0008275594,0.00001500858],"category_scores_gemma":[0.00005336729,0.0006341543,0.0001699199,0.001613719,0.00003408436,0.0005663768,0.0001391802,0.002021288,5.310422e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003216557,"about_ca_system_score_gemma":0.0007877024,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001015158,"about_ca_topic_score_gemma":0.02540102,"domain_scores_codex":[0.996698,0.00003051722,0.000563552,0.001318645,0.0004048094,0.0009844599],"domain_scores_gemma":[0.9980004,0.0003926679,0.0003519209,0.0007745795,0.0002191017,0.0002612607],"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":[0.0004777477,0.00008469857,0.0002795938,0.0001385283,0.0000674876,0.00002569833,0.0006914671,0.9726918,0.0001292618,0.003040972,0.0001716347,0.02220112],"study_design_scores_gemma":[0.0009953337,0.0001082982,0.01379935,0.0008826464,0.00003703229,0.000009409215,0.00007660231,0.980431,0.0001306169,0.002632079,0.00003060906,0.0008670037],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0882348,0.00002720314,0.908596,0.0005204274,0.0006810023,0.001485676,0.0000987729,0.0001947579,0.0001614063],"genre_scores_gemma":[0.8819022,0.000007507568,0.1156033,0.0009825572,0.000143151,0.0001107073,0.00103578,0.00009916443,0.0001156763],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7936674,"threshold_uncertainty_score":0.999611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008036333774771868,"score_gpt":0.2567011743350923,"score_spread":0.2486648405603204,"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."}}