{"id":"W1602289667","doi":"","title":"Behavioral modeling of MIMO transmitters exhibiting nonlinear distortion and hardware impairements","year":2011,"lang":"en","type":"article","venue":"European Microwave Integrated Circuit Conference","topic":"Advanced Power Amplifier Design","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"MIMO; Nonlinear distortion; Transmitter; Crosstalk; Offset (computer science); Distortion (music); Nonlinear system; Electronic engineering; Computer science; Wireless; Interference (communication); Engineering; Telecommunications; Channel (broadcasting); Physics","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":[0.000213008,0.0002885277,0.0002581486,0.0001216209,0.00006097508,0.00003270551,0.0002303772,0.00005502242,0.00008378224],"category_scores_gemma":[0.00001651855,0.0003039519,0.00006817733,0.000141827,0.0000950756,0.0002697569,0.0000234174,0.0003724954,0.00002599279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007295884,"about_ca_system_score_gemma":0.00002986304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006198925,"about_ca_topic_score_gemma":0.00001844959,"domain_scores_codex":[0.9986196,0.000108435,0.0004985912,0.0003211127,0.0001304623,0.0003218632],"domain_scores_gemma":[0.9993454,0.00001369122,0.00008083492,0.0002618153,0.0001790505,0.0001192095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000354137,0.0001053149,0.001357142,0.0001619836,0.00008841152,0.00008950546,0.01282722,0.001562011,0.8935249,0.00018283,0.00004960682,0.09001564],"study_design_scores_gemma":[0.003076473,0.0006483585,0.003561348,0.002391335,0.0004034869,0.000167482,0.007600281,0.2839299,0.6933867,0.0008795644,0.001078996,0.00287602],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4552294,0.0001447564,0.5348379,0.000001433333,0.0001267451,0.0001431196,0.00004132269,0.0001943466,0.009280985],"genre_scores_gemma":[0.9949747,0.00005854051,0.004749059,0.00001795601,0.00002334449,0.000004742103,0.00004732546,0.00008527476,0.00003906029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5397453,"threshold_uncertainty_score":0.9999412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0704045133958133,"score_gpt":0.2281224815341066,"score_spread":0.1577179681382933,"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."}}