{"id":"W4391927721","doi":"10.1007/978-3-031-50514-0_2","title":"Federated Learning Systems: Mathematical Modeling and Internet of Things","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Privacy-Preserving Technologies in Data","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University","funders":"","keywords":"Internet of Things; Computer science; World Wide Web","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":[0.0008931388,0.0006036772,0.0008581525,0.0007351296,0.0006622046,0.003472315,0.001365652,0.001845103,0.004094485],"category_scores_gemma":[0.002573315,0.0004059492,0.0007154666,0.001712382,0.001513023,0.005507605,0.001300741,0.002735308,0.001520224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00176422,"about_ca_system_score_gemma":0.001020168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001353248,"about_ca_topic_score_gemma":0.001031232,"domain_scores_codex":[0.9994056,0.000154574,0.00003164311,0.0001019976,0.0002469446,0.0000591913],"domain_scores_gemma":[0.9992042,0.0004423654,0.00006554321,0.0001467259,0.0001158449,0.0000252701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008380433,0.00002200643,0.00008407768,0.00006315138,0.00001090573,0.00003129111,0.00004952467,0.02098413,0.000241333,0.9361243,0.007929606,0.03445133],"study_design_scores_gemma":[0.00000370254,0.00001284863,0.00009458641,0.00004994822,0.000008187899,0.0001526542,0.00003147378,0.1352164,0.000385623,0.8353928,0.02863942,0.00001227393],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.006014729,0.009771281,0.9266275,0.004243427,0.0006245889,0.00004824962,0.0002380063,0.0003993817,0.05203288],"genre_scores_gemma":[0.4698425,0.0338483,0.3561464,0.001632435,0.001687498,0.0003344447,0.0006083995,0.0002946627,0.1356053],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004094485,"threshold_uncertainty_score":0.01369739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0570049441145583,"score_gpt":0.2617477970352616,"score_spread":0.2047428529207033,"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."}}