{"id":"W3200677584","doi":"10.14288/1.0401966","title":"Machine learning algorithms for intruder signal detection and device localization in wireless radio frequency systems","year":2021,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Wireless Communication Networks Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Wireless; Radio frequency; SIGNAL (programming language); Algorithm; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002678387,0.001342251,0.001485838,0.001306873,0.0004894651,0.001315123,0.00202882,0.002318939,0.00153865],"category_scores_gemma":[0.01200841,0.0006295521,0.001004374,0.001796979,0.00108021,0.001617087,0.001431912,0.003132957,0.0005402157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001394593,"about_ca_system_score_gemma":0.001153064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00711418,"about_ca_topic_score_gemma":0.003662603,"domain_scores_codex":[0.9987524,0.0004234588,0.000121451,0.0002945145,0.0002818866,0.0001262466],"domain_scores_gemma":[0.9937271,0.004868034,0.0004100312,0.0002325304,0.000687189,0.00007509504],"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":[0.00005401428,0.00005317874,0.001211135,0.0001041143,0.00005651106,0.0000444314,0.0000521552,0.8871739,0.0004534251,0.007453849,0.00155138,0.101792],"study_design_scores_gemma":[0.000001957742,0.000005322867,0.00009258468,0.00000501999,0.000002140016,0.000003504588,0.00000260855,0.9963883,0.00008158974,0.003291815,0.0001232048,0.000002041615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01170931,0.001368778,0.9846394,0.0005966548,0.00006181314,0.00003073851,0.00008764882,0.0005033995,0.001002209],"genre_scores_gemma":[0.6576867,0.002531801,0.3317178,0.0005477241,0.000377895,0.0003560279,0.0009262876,0.0002030846,0.005652625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00711418,"threshold_uncertainty_score":0.01416487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01582875095704355,"score_gpt":0.2112481007991168,"score_spread":0.1954193498420732,"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."}}