{"id":"W4414229913","doi":"10.1109/jsac.2025.3610487","title":"Polarforming Antenna Enhanced Sensing and Communication: Modeling and Optimization","year":2025,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Adelaide Research and Innovation, University of Adelaide; Guangdong Provincial Key Laboratory of Construction Foundation; National Natural Science Foundation of China","keywords":"Transceiver; Antenna diversity; Base station; Wireless; Channel (broadcasting); Exploit; Antenna (radio); Polarization (electrochemistry); Mobile telephony","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":[0.0004562513,0.0007632534,0.0005903153,0.0002304057,0.00023454,0.00105979,0.0008008429,0.00112738,0.001477359],"category_scores_gemma":[0.0009431437,0.0004499571,0.0004229413,0.0005621146,0.0007811934,0.00103211,0.0007892505,0.0007843333,0.0005834508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009023139,"about_ca_system_score_gemma":0.0006635474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002481598,"about_ca_topic_score_gemma":0.001629619,"domain_scores_codex":[0.9996389,0.0001038196,0.000008858095,0.00007543453,0.0001292049,0.00004387076],"domain_scores_gemma":[0.999634,0.0001858105,0.00006367417,0.00003574584,0.0000662267,0.00001455726],"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":[0.0000256679,0.00002173095,0.0003324106,0.00005453654,0.00001205295,0.00005046375,0.00003210175,0.9619341,0.003690168,0.02105287,0.0007533889,0.01204056],"study_design_scores_gemma":[0.000001858969,0.000007700857,0.00003883475,0.000001937422,0.000002125905,0.00001276476,0.000004270493,0.9977174,0.0003407655,0.001369308,0.0004999304,0.0000032129],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01026919,0.0006413752,0.9777068,0.0003168682,0.00004171313,0.00003741277,0.00005938115,0.0001237916,0.01080344],"genre_scores_gemma":[0.814899,0.002506893,0.1660631,0.0002868712,0.0001223512,0.0002406362,0.0002001517,0.00009018379,0.01559078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002481598,"threshold_uncertainty_score":0.006546736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01605801447063482,"score_gpt":0.2523390312041879,"score_spread":0.2362810167335531,"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."}}