{"id":"W4401628499","doi":"10.1109/twc.2024.3440922","title":"On the Spatio-Temporal Analysis and Optimization of AoI in Cell-Free IIoT Networks","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Nokia Foundation; National Natural Science Foundation of China","keywords":"Computer science","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":[0.0002850236,0.0001643674,0.0002389929,0.0004750547,0.0001834624,0.00005260084,0.000851168,0.00009507862,0.00006069774],"category_scores_gemma":[0.000004978049,0.0001495867,0.0001124292,0.001792946,0.0001399813,0.0001372229,0.00001239237,0.0005543287,0.000004317466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143311,"about_ca_system_score_gemma":0.00002584169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001533709,"about_ca_topic_score_gemma":0.001412781,"domain_scores_codex":[0.9988816,0.0001903774,0.0004643862,0.0001667872,0.0001534012,0.0001434156],"domain_scores_gemma":[0.9960365,0.001229515,0.00005983098,0.002579997,0.00005130945,0.0000429037],"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":[0.000007084093,0.00007632651,0.00004153288,0.00002471379,0.0001373567,2.443727e-7,0.0005183889,0.9950161,0.0000644363,0.001565389,0.00005551117,0.002492926],"study_design_scores_gemma":[0.000171024,0.00001869256,0.00008227229,0.0001103392,0.0001067568,0.00000106252,0.0001682714,0.9977341,0.001055948,0.0001304417,0.0002880264,0.0001331011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01613476,0.001176865,0.9800681,0.0005894839,0.0001308159,0.0003573994,0.00006278923,0.0002171444,0.001262614],"genre_scores_gemma":[0.9927569,0.00275946,0.00407671,0.00002379546,0.000005416332,0.0002311389,0.0000370952,0.00003632703,0.00007314522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9766222,"threshold_uncertainty_score":0.6099969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612528174898462,"score_gpt":0.2452642088855879,"score_spread":0.2291389271366033,"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."}}