{"id":"W2520559348","doi":"10.1109/wcnc.2016.7564774","title":"Distributed collaborative beamforming design in highly-scattered environments","year":2016,"lang":"en","type":"article","venue":"","topic":"Millimeter-Wave Propagation and Modeling","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Beamforming; Computer science; Channel state information; Superposition principle; Overhead (engineering); Channel (broadcasting); Topology (electrical circuits); Wireless; Algorithm; Physics; Computer network; Telecommunications; Electrical engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001084204,0.0001037402,0.0001014728,0.00006695081,0.00002160124,0.00001208478,0.00006427051,0.0000447021,0.000153298],"category_scores_gemma":[0.00001449941,0.00007390891,0.00001598239,0.0001112031,0.00001333737,0.0001514221,0.00001695345,0.00003944527,0.0001159388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001221378,"about_ca_system_score_gemma":0.000007111062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002342957,"about_ca_topic_score_gemma":0.000005632095,"domain_scores_codex":[0.9993917,0.00002404421,0.0001913616,0.0001215349,0.00008583299,0.00018554],"domain_scores_gemma":[0.9997735,0.00003915602,0.00001629175,0.0001123916,0.000008022917,0.00005066348],"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":[0.00001427664,0.00002350176,0.0003639856,0.000009442054,0.00002671146,0.000004283064,0.0002845489,0.03475485,0.9495919,0.00005791728,0.0007605333,0.01410809],"study_design_scores_gemma":[0.001028593,0.00003085993,0.0004459238,0.00005437909,0.000006128392,0.000001409618,0.0001117366,0.06999031,0.9246544,0.0003065776,0.003089853,0.0002798031],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05803733,0.00003941296,0.9408641,0.0001302131,0.00006639009,0.000166895,0.00002081548,0.00008846849,0.0005863442],"genre_scores_gemma":[0.9881581,0.00006341134,0.01141099,0.00004160353,0.00001442469,0.00003002416,0.00001119527,0.00001698268,0.0002532805],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9301208,"threshold_uncertainty_score":0.3013918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671473658369154,"score_gpt":0.20288485317113,"score_spread":0.1861701165874385,"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."}}