{"id":"W4243909654","doi":"10.1002/9781119333142.ch0","title":"Introduction","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Exfo Electro-Optical Engineering (Canada)","funders":"","keywords":"Computer science; Radio access network; Standardization; Computer network; Core network; MIMO; Wireless network; Cloud computing; Telecommunications; Access technology; Wireless; Access network; Beamforming; Base station; Mobile station; Operating system","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002281833,0.0001404636,0.0001231732,0.0000688527,0.00001311414,0.000008842267,0.00004422885,0.0001668859,0.007617573],"category_scores_gemma":[0.00000330036,0.0001455536,0.00002873991,0.000009149609,0.00001590018,0.00006821203,0.000009060774,0.00009053203,0.002842508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008114894,"about_ca_system_score_gemma":0.000003327289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.864468e-7,"about_ca_topic_score_gemma":0.000003809987,"domain_scores_codex":[0.9996017,8.311815e-7,0.0001401312,0.0001311635,0.00005244844,0.00007376062],"domain_scores_gemma":[0.9996846,0.00000362661,0.0000239814,0.0002184144,0.0000465921,0.00002278842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002069902,0.000001134246,1.160696e-7,0.0001134399,0.00007225063,0.000001694138,0.00005085599,0.06329308,0.0001823918,0.1040925,0.8270506,0.005139781],"study_design_scores_gemma":[0.00003472573,0.000009067945,6.22619e-8,0.00002143742,0.00001030551,0.000006839851,0.000001878439,0.004541285,0.0002300663,0.003640332,0.9913246,0.0001794103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[2.067094e-7,0.0001198003,0.2639314,0.00001567192,0.001100277,0.0000836968,0.000002508845,0.0005207706,0.7342256],"genre_scores_gemma":[0.00006326773,0.00009730421,0.006874388,0.000007212188,0.004007183,0.000003579572,0.00005392021,0.00009129731,0.9888018],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.257057,"threshold_uncertainty_score":0.9979339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007125520842767776,"score_gpt":0.1881621710829318,"score_spread":0.181036650240164,"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."}}