{"id":"W4405968127","doi":"10.1109/lwc.2024.3524883","title":"Low Complexity Joint Detection and Estimation for MIMO RIS-ISAC Systems","year":2025,"lang":"en","type":"article","venue":"IEEE Wireless Communications Letters","topic":"Distributed Sensor Networks and Detection Algorithms","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canada Research Chairs","keywords":"Computer science; Joint (building); MIMO; Telecommunications; Engineering; Beamforming","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000821813,0.0006766955,0.0007479264,0.0004053632,0.0003880487,0.0007888122,0.000654812,0.0007251857,0.000852068],"category_scores_gemma":[0.00371271,0.0003895322,0.0003067012,0.0006181281,0.0005731125,0.0008619612,0.0009399537,0.0008808215,0.0004358385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005433881,"about_ca_system_score_gemma":0.001035772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001492104,"about_ca_topic_score_gemma":0.002590941,"domain_scores_codex":[0.9989692,0.0002916517,0.00004814987,0.0001843834,0.000413041,0.00009370226],"domain_scores_gemma":[0.9984371,0.0009488882,0.0002110883,0.0001455005,0.0002192841,0.0000381396],"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":[0.0003571477,0.0001226716,0.00360045,0.0002771943,0.0001010801,0.0002518978,0.0002508141,0.6804082,0.04795672,0.04182072,0.002179427,0.2226737],"study_design_scores_gemma":[0.000004826742,0.00003146933,0.0003417439,0.000004643143,0.00000553508,0.00006979898,0.00001186079,0.9924034,0.004254703,0.002418641,0.0004446241,0.000008879261],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01611532,0.0002002391,0.9824682,0.0001283586,0.0000174009,0.00001444884,0.00002356664,0.0001827649,0.0008497372],"genre_scores_gemma":[0.6975161,0.0003622828,0.2990176,0.0001314675,0.00007532803,0.00008841949,0.0001414398,0.0000404196,0.002626923],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001492104,"threshold_uncertainty_score":0.004346192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03366265358605396,"score_gpt":0.2685360955005998,"score_spread":0.2348734419145458,"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."}}