{"id":"W4405908128","doi":"10.1109/tce.2024.3520220","title":"A Novel DRT-Assisted Deep Learning-Based Channel Feedback Mechanism for Massive MIMO","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Consumer Electronics","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; MIMO; Mechanism (biology); Channel (broadcasting); Electronic engineering; Electrical engineering; Telecommunications; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006292082,0.0005641698,0.0005136198,0.0003236225,0.0003430877,0.0005120377,0.001443305,0.0007401532,0.002348078],"category_scores_gemma":[0.001716447,0.0002245172,0.0003208172,0.0004340821,0.0005360086,0.001061454,0.00122498,0.001061548,0.0005599631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004286295,"about_ca_system_score_gemma":0.001086483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00205771,"about_ca_topic_score_gemma":0.004243175,"domain_scores_codex":[0.9996264,0.00006399908,0.00001844258,0.00006555671,0.0001554335,0.00007011624],"domain_scores_gemma":[0.999471,0.0001564523,0.00006718505,0.00006477769,0.0001875678,0.00005306742],"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":[0.0003426983,0.0003809551,0.001480415,0.000238492,0.0000932767,0.0002878605,0.0001304956,0.4979871,0.05771348,0.02502105,0.00670132,0.4096228],"study_design_scores_gemma":[0.00001221283,0.00006354804,0.00007103061,0.000005346657,0.000006413217,0.00004817529,0.000006480162,0.9930331,0.004412145,0.001642145,0.0006907574,0.000008628784],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01703484,0.0003029569,0.9776945,0.0002640583,0.00009207372,0.00005298944,0.00007285979,0.0008626111,0.003623061],"genre_scores_gemma":[0.7569204,0.0002929772,0.2364787,0.0005283079,0.00008614287,0.0001097885,0.0001841718,0.00005985516,0.005339625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002348078,"threshold_uncertainty_score":0.007855058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191129853103908,"score_gpt":0.2310297428501004,"score_spread":0.2191184443190613,"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."}}