{"id":"W4406259384","doi":"10.1109/jiot.2025.3528013","title":"A Reliable Federated Learning Server Rotation Algorithm in IoV","year":2025,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"National Natural Science Foundation of China","keywords":"Computer science; Distributed computing; Computer network; Algorithm; Artificial intelligence","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":[0.0005129997,0.00008294274,0.0001269322,0.0002788699,0.00009409566,0.0001605182,0.0001781696,0.00006098404,0.0000956374],"category_scores_gemma":[0.0004681414,0.00007973373,0.00005780286,0.0003923632,0.00003705846,0.0004221923,0.00001990526,0.0006253994,0.00002290285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001221228,"about_ca_system_score_gemma":0.00005816669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008810017,"about_ca_topic_score_gemma":0.000006866556,"domain_scores_codex":[0.9989177,0.0001564061,0.0003905682,0.0001751463,0.0002130406,0.0001471123],"domain_scores_gemma":[0.9994467,0.00008815117,0.000269601,0.00006480626,0.00009449833,0.00003624484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001704395,0.0001796554,0.001979361,0.00004405736,0.00001737688,0.0000532711,0.002303142,0.001603236,0.9005138,0.000809669,0.003234556,0.0890914],"study_design_scores_gemma":[0.0007544681,0.0000990062,0.001925085,0.0003022833,0.000006569041,0.0001584739,0.000311214,0.1947593,0.797269,0.001590856,0.002721563,0.0001021673],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9436084,0.00002957333,0.04757551,0.0009739496,0.001440787,0.0001092464,2.873696e-7,0.00005699728,0.006205267],"genre_scores_gemma":[0.9904981,0.00002479151,0.0005708422,0.0006517342,0.00003202712,0.000004191219,3.428981e-7,0.000008157395,0.008209791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.193156,"threshold_uncertainty_score":0.3251447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02102302294019567,"score_gpt":0.2745398327800821,"score_spread":0.2535168098398864,"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."}}