{"id":"W4241300310","doi":"10.1007/978-3-319-78262-1_203","title":"Cooperative Cognitive Radio Networks","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Cognitive Radio Networks and Spectrum Sensing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Cognitive radio; Cognition; Computer science; Geography; Psychology; Telecommunications; Neuroscience","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":[0.000116518,0.0005950834,0.000695258,0.0001141915,0.0002179836,0.0003748947,0.0005786919,0.0003510707,0.000502873],"category_scores_gemma":[0.00003070569,0.0005517856,0.0002716556,0.0001264531,0.0001503501,0.0002627366,0.0004217322,0.0009482856,0.0004433074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009146632,"about_ca_system_score_gemma":0.0001569238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005218529,"about_ca_topic_score_gemma":0.00002833427,"domain_scores_codex":[0.997698,0.00004471709,0.0003951836,0.001078433,0.000362299,0.0004213348],"domain_scores_gemma":[0.9984294,0.0003986045,0.0001969823,0.0003814785,0.0002982434,0.0002953578],"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":[0.00001589648,0.000008145346,0.000001047963,0.00000526574,0.0002175133,0.0004672708,0.000127447,0.0001327319,0.000001396201,0.9127991,0.01308602,0.07313818],"study_design_scores_gemma":[0.001510955,0.0007843177,0.00003961454,0.001041297,0.0002519753,0.0003523699,0.00003667403,0.7036253,0.0000887495,0.03787592,0.251347,0.00304585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.903048e-7,0.0008337963,0.4757813,0.00055348,0.0003358276,0.000240816,0.000005936757,0.0002444474,0.522004],"genre_scores_gemma":[0.07382373,0.001544814,0.00728572,0.009213167,0.003572581,0.00001243971,0.0001429716,0.0002062765,0.9041983],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8749232,"threshold_uncertainty_score":0.9996934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01912205252916151,"score_gpt":0.2242794525807441,"score_spread":0.2051574000515825,"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."}}