{"id":"W4403165336","doi":"10.61091/jcmcc122-17","title":"5G Communication Network and Federated Learning for College Accounting Informatization Teaching","year":2024,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Advanced Technologies in Various Fields","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Informatization; Computer science; Accounting; Knowledge management; Business; World Wide Web","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":[0.001051685,0.0004223164,0.0003463006,0.0005437135,0.0008353235,0.001307924,0.0008888909,0.0009129194,0.00235084],"category_scores_gemma":[0.001599521,0.0001065212,0.0003297926,0.0007933759,0.0005599094,0.001777471,0.001282454,0.0006748632,0.0003141102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00119893,"about_ca_system_score_gemma":0.001264744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003402275,"about_ca_topic_score_gemma":0.003771918,"domain_scores_codex":[0.9991817,0.0003550134,0.00002516905,0.0001179697,0.0001392594,0.0001809151],"domain_scores_gemma":[0.9993187,0.000256722,0.00008876493,0.0001116103,0.0001389458,0.00008531255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0006439508,0.000372787,0.005808184,0.0001602563,0.00007895006,0.0004245587,0.0002090861,0.6023219,0.005465356,0.08628575,0.009046022,0.2891831],"study_design_scores_gemma":[0.00002611389,0.0001062735,0.0009336128,0.00002042029,0.00002359241,0.0001150662,0.0001209345,0.9676404,0.00239107,0.02360872,0.004997916,0.00001592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1809537,0.001774057,0.7932374,0.002577021,0.00035783,0.0001179579,0.0001166462,0.001066941,0.01979838],"genre_scores_gemma":[0.9688761,0.0003187094,0.02836449,0.0001689134,0.00003686273,0.00003760064,0.00003679122,0.00001097328,0.002149565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003402275,"threshold_uncertainty_score":0.008698881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009807418704459602,"score_gpt":0.2609115281360404,"score_spread":0.2511041094315808,"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."}}