{"id":"W4414871458","doi":"10.1109/tcss.2025.3605409","title":"Tree-Structured Task Allocation for Audit Team With Sequential and Parallel Execution via E-CARGO Model","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Computational Social Systems","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"National Natural Science Foundation of China","keywords":"Human multitasking; Task (project management); Audit; Process (computing); Solver; Task analysis; Execution time","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":[0.001200529,0.0007086408,0.0009046407,0.0004972066,0.0007281392,0.00144247,0.001560371,0.001185387,0.007861905],"category_scores_gemma":[0.002538388,0.0004730535,0.0009595623,0.0008828848,0.0007244725,0.001488882,0.001330926,0.00112794,0.0007295551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532448,"about_ca_system_score_gemma":0.002800457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01411584,"about_ca_topic_score_gemma":0.01059706,"domain_scores_codex":[0.9991985,0.0002656344,0.00003979755,0.0001391216,0.0001364383,0.0002206496],"domain_scores_gemma":[0.9989453,0.0004801984,0.0001173103,0.00008471487,0.0001756902,0.0001968127],"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":[0.0000991198,0.00004017575,0.0002730471,0.00003721799,0.00001086537,0.00006081261,0.00004522007,0.9759893,0.0003622014,0.01583252,0.000890947,0.006358519],"study_design_scores_gemma":[0.00001044128,0.00001053883,0.00004103288,0.000002693682,0.000002915076,0.000006324513,0.0000119664,0.9947349,0.00005735568,0.004816902,0.0003026212,0.000002419113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05689998,0.0002777664,0.9308919,0.0005683753,0.00008545993,0.0001492608,0.0002420641,0.0004003519,0.01048485],"genre_scores_gemma":[0.8077495,0.00037166,0.1801483,0.0001479576,0.00003834842,0.0003787522,0.0002623065,0.0001456098,0.01075761],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01411584,"threshold_uncertainty_score":0.02806735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01291358317695084,"score_gpt":0.2450303349603736,"score_spread":0.2321167517834228,"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."}}