{"id":"W2148042435","doi":"10.1109/infcomw.2011.5928808","title":"A generic cognitive radio based on commodity hardware","year":2011,"lang":"en","type":"article","venue":"","topic":"Cognitive Radio Networks and Spectrum Sensing","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Cognitive radio; White spaces; Computer science; Computer network; Network packet; Router; Spectrum management; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001623585,0.0001610193,0.0001693065,0.00009724781,0.0001599752,0.00008016766,0.0003289633,0.00004809259,0.0001833152],"category_scores_gemma":[0.00003026596,0.0001378323,0.00009294216,0.0003446402,0.00005499467,0.0001782651,0.00008018914,0.0001547439,0.0001194954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003955827,"about_ca_system_score_gemma":0.0000528548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005827156,"about_ca_topic_score_gemma":0.00004071341,"domain_scores_codex":[0.9988356,0.0001026828,0.0001380285,0.0003999459,0.0002098825,0.0003139255],"domain_scores_gemma":[0.9992164,0.0001686951,0.00005026847,0.0003412523,0.00009557857,0.0001278515],"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":[0.0002806727,0.001350726,0.008854119,0.00002707129,0.0001546418,0.001033584,0.003223756,0.000320898,0.0001965454,0.1205593,0.01423808,0.8497605],"study_design_scores_gemma":[0.0009476784,0.0004037842,0.03054523,0.00007222151,0.00001650904,0.00003135413,0.00004611268,0.959877,0.004814515,0.0017232,0.00107897,0.0004434177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01334263,0.00003175404,0.8683636,0.0002101657,0.0002575098,0.0001465807,0.000004150203,0.0002627878,0.1173809],"genre_scores_gemma":[0.9761183,0.000004438235,0.02121827,0.002386928,0.00009701325,0.000005386068,0.00000452158,0.00001044614,0.0001547075],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9627756,"threshold_uncertainty_score":0.5620638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04294079453177465,"score_gpt":0.2336192007118254,"score_spread":0.1906784061800507,"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."}}