{"id":"W4413309974","doi":"10.23977/jeis.2025.100206","title":"Cooperative Detection Algorithm of Malicious Nodes Based on Federated Learning","year":2025,"lang":"en","type":"article","venue":"Journal of Electronics and Information Science","topic":"Advanced Computing and Algorithms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Computer security; Computer network; Distributed computing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001460468,0.00004585223,0.00009669617,0.0002992695,0.0007504206,0.0001434984,0.0001118626,0.00002766833,0.000002389657],"category_scores_gemma":[0.0005299216,0.00003784635,0.00002270591,0.0008849839,0.0002005022,0.001352491,0.00001153871,0.0001959399,5.090808e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001269221,"about_ca_system_score_gemma":0.0007832081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000181969,"about_ca_topic_score_gemma":0.000005332435,"domain_scores_codex":[0.9991235,0.0000497385,0.0002716685,0.000046469,0.000353423,0.0001552762],"domain_scores_gemma":[0.9987155,0.0000952258,0.000315454,0.00002953632,0.000802274,0.00004205087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004184911,0.00002821839,0.0001144515,0.000007886061,0.000006982217,3.395267e-7,0.002119468,0.05235312,0.002856167,0.0182496,0.00001402615,0.9242079],"study_design_scores_gemma":[0.0006553306,0.0008096059,0.000993334,0.000107283,0.000009179387,0.00000433191,0.002927499,0.9419038,0.02486081,0.000873403,0.02674616,0.0001092175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2071509,0.0001876498,0.780637,0.0006829491,0.0003177316,0.0001030312,7.678426e-7,0.00001835528,0.01090172],"genre_scores_gemma":[0.9976834,0.0002110068,0.00185139,0.0001884517,0.00002097962,4.220613e-7,2.202707e-7,8.608674e-7,0.00004324159],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9240987,"threshold_uncertainty_score":0.5771704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005417998624524837,"score_gpt":0.2909515706430215,"score_spread":0.2855335720184966,"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."}}