{"id":"W4392452388","doi":"10.1063/5.0195230","title":"Workload fluctuation analysis using system dynamic simulation in project based organizations","year":2024,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Workload; Computer science; System dynamics; Real-time computing; Operating system; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001010073,0.0003651635,0.000469146,0.000731166,0.0004005939,0.0006155056,0.0004671187,0.0004334069,0.0007366163],"category_scores_gemma":[0.003305594,0.0002825249,0.0003254107,0.0007840131,0.0002616671,0.0005389623,0.000306072,0.0003850367,0.00007860637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00072821,"about_ca_system_score_gemma":0.0005602671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01256982,"about_ca_topic_score_gemma":0.005066946,"domain_scores_codex":[0.9996048,0.0001882357,0.00002017562,0.0000433609,0.00008128836,0.00006220854],"domain_scores_gemma":[0.9979954,0.001455691,0.00008733672,0.00009926265,0.0002592318,0.0001031283],"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":[0.0001830778,0.0001223137,0.009813123,0.00002600283,0.00002930684,0.00007172961,0.0001042166,0.975159,0.002554909,0.0008668641,0.0002068639,0.01086257],"study_design_scores_gemma":[0.000001743481,0.00001708637,0.0008639998,6.216501e-7,0.000002608852,0.000003516652,0.00001666268,0.998772,0.0002085575,0.00008784223,0.00002367962,0.000001682998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9568514,0.00005155862,0.04144169,0.00007200189,0.00001263096,0.00003030498,0.00006741193,0.0001925203,0.001280355],"genre_scores_gemma":[0.9977682,0.00001433582,0.002054901,0.000003218571,0.000001624888,0.00001155216,0.00003128241,0.000008588014,0.0001062945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01256982,"threshold_uncertainty_score":0.0249933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0275509432095887,"score_gpt":0.2751966048728549,"score_spread":0.2476456616632662,"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."}}