{"id":"W7117546140","doi":"10.18280/ts.420639","title":"Efficient Recurrent Forcing Fourier Phase Distortionless Response Network for Modern Mobile Networks","year":2025,"lang":"","type":"article","venue":"Traitement du signal","topic":"Indoor and Outdoor Localization Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Forcing (mathematics); Phase (matter); Fourier transform; Control theory (sociology); Mobile telephony; Cellular network","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004275226,0.0004357103,0.0004358347,0.0001500205,0.0001990813,0.000366058,0.0006458305,0.0007378665,0.002659229],"category_scores_gemma":[0.0009506571,0.0001818566,0.0002407239,0.0002223101,0.0003311129,0.0005522388,0.000506038,0.0006171877,0.0007788019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004035392,"about_ca_system_score_gemma":0.000382662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001609125,"about_ca_topic_score_gemma":0.003199626,"domain_scores_codex":[0.9997937,0.00006886937,0.000006536649,0.00003938789,0.00006521882,0.00002633139],"domain_scores_gemma":[0.9996923,0.0001556039,0.00002516431,0.00004337314,0.00007095114,0.00001266909],"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":[0.0003936298,0.00009179716,0.0005467892,0.0001365027,0.00005237317,0.0001684326,0.00009233176,0.7139415,0.040163,0.05489292,0.005913867,0.1836069],"study_design_scores_gemma":[0.000004081545,0.0000228673,0.00005919765,0.000002779446,0.000003660433,0.00002669285,0.000003554173,0.994926,0.001541594,0.002710031,0.0006961391,0.000003369795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01717038,0.0002002624,0.9796556,0.0001714806,0.0000511431,0.00001761105,0.00007405526,0.0002867217,0.002372752],"genre_scores_gemma":[0.7570002,0.0004136012,0.2245783,0.0002285334,0.0001014706,0.0001001685,0.0003864503,0.00008876786,0.01710259],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002659229,"threshold_uncertainty_score":0.008895993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0110068239939003,"score_gpt":0.2639356175033205,"score_spread":0.2529287935094202,"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."}}