{"id":"W2135872475","doi":"10.1049/iet-com.2011.0343","title":"Outage capacity optimisation for cognitive radio networks with cooperative communications","year":2012,"lang":"en","type":"article","venue":"IET Communications","topic":"Cognitive Radio Networks and Spectrum Sensing","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Cognitive radio; Computer science; Relay; Transmission (telecommunications); Channel (broadcasting); Computer network; Wireless; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000599084,0.0002235835,0.000256254,0.00009847018,0.001351745,0.0002317296,0.001842914,0.00009439718,0.000007455567],"category_scores_gemma":[0.0001266674,0.0002087731,0.00009302184,0.0006056516,0.0004799607,0.001005242,0.000598397,0.0004190826,0.00001403924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000120528,"about_ca_system_score_gemma":0.00008127746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005356723,"about_ca_topic_score_gemma":0.000327467,"domain_scores_codex":[0.9983611,0.0004124529,0.0003138891,0.0002654557,0.000161601,0.000485535],"domain_scores_gemma":[0.994444,0.001876311,0.0002030234,0.002746944,0.0005455882,0.0001841767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001111602,0.001953238,0.008866946,0.00002590572,0.0007269901,0.000001341014,0.0243354,0.005011172,0.0002601792,0.8675029,0.003187435,0.08801731],"study_design_scores_gemma":[0.001465468,0.0002305245,0.008844772,0.0001698513,0.0001468849,0.0000684186,0.0009560525,0.9662127,0.000242997,0.0007926643,0.02017272,0.0006968862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003088206,0.001643644,0.9822111,0.004017421,0.0001454739,0.0009354843,0.00003777698,0.000225469,0.007695432],"genre_scores_gemma":[0.7954511,0.0004523488,0.2030565,0.0004393892,0.0001185675,0.0002162386,0.0001582977,0.00002195932,0.0000856412],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9612016,"threshold_uncertainty_score":0.9999484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06113273646059286,"score_gpt":0.2929088925269204,"score_spread":0.2317761560663276,"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."}}