{"id":"W1980178641","doi":"10.1109/glocom.2012.6503318","title":"Distributed sensing of spectrum occupancy and interference in outdoor 2.4 GHz Wi-Fi networks","year":2012,"lang":"en","type":"article","venue":"","topic":"Cognitive Radio Networks and Spectrum Sensing","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Network packet; Beacon; Spectrum management; Computer network; Computer science; Interference (communication); Channel (broadcasting); Cognitive radio; Telecommunications; Wireless","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":[0.00026849,0.0002249534,0.0003049001,0.0004877999,0.000235403,0.0002778055,0.0003641538,0.0002499958,0.0002277823],"category_scores_gemma":[0.0009948214,0.0001301226,0.00007982191,0.0003706315,0.0002621093,0.0002768267,0.0002617637,0.0001786203,0.00006379914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000327181,"about_ca_system_score_gemma":0.0001144412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003060622,"about_ca_topic_score_gemma":0.004766583,"domain_scores_codex":[0.9997222,0.00005278414,0.000009582683,0.00006561792,0.0000845042,0.00006538809],"domain_scores_gemma":[0.9995784,0.0001898408,0.00008579306,0.0000329768,0.00007435194,0.00003857501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002090438,0.0007406141,0.2872172,0.0001119179,0.000195606,0.001142556,0.001007334,0.2076153,0.3909282,0.0008807858,0.0009489666,0.1071211],"study_design_scores_gemma":[0.00004503191,0.0005967679,0.3686126,0.00001317295,0.00006037474,0.0005976946,0.0005597974,0.5652859,0.06299584,0.0005349595,0.0006537792,0.00004406407],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912881,0.00001838312,0.008052807,0.0000137977,0.00000414098,0.000005828434,0.00003306709,0.00005464512,0.0005293032],"genre_scores_gemma":[0.9983636,0.000006906165,0.001478805,0.000005232671,0.000002238275,0.000005302973,0.00002823588,0.000002856615,0.0001067722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003060622,"threshold_uncertainty_score":0.006085575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01477577089310895,"score_gpt":0.2364535010514907,"score_spread":0.2216777301583817,"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."}}