{"id":"W4243500824","doi":"10.22360/summersim.2016.scsc.034","title":"Modeling Decisions in Layered Queueing Networks","year":2016,"lang":"en","type":"article","venue":"","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Timeout; Computer science; Queueing theory; Layered queueing network; Petri net; Distributed computing; Stochastic Petri net; Resource (disambiguation); Resource allocation; Real-time computing; Computer network","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":[0.002784196,0.0009633037,0.0006060445,0.0007430065,0.0007174135,0.002233168,0.001561223,0.001115718,0.002653287],"category_scores_gemma":[0.008088549,0.0007063221,0.001110323,0.000736077,0.001337356,0.002443622,0.001527334,0.00135802,0.0003144674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002584905,"about_ca_system_score_gemma":0.00256939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02236218,"about_ca_topic_score_gemma":0.01255896,"domain_scores_codex":[0.9979146,0.0008416648,0.0001652217,0.000275194,0.0005025513,0.0003006448],"domain_scores_gemma":[0.995933,0.002645877,0.0004749726,0.0002083127,0.0005681496,0.000169669],"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":[0.00002993581,0.00002220605,0.0006237781,0.00002974339,0.00001372824,0.00008032904,0.0001248562,0.962826,0.0006524521,0.03221959,0.0001533096,0.003224065],"study_design_scores_gemma":[0.000009146256,0.00001023978,0.00006018038,0.000006462539,0.000007588575,0.000007674732,0.00001842267,0.9866295,0.0002781068,0.01239245,0.0005741976,0.000006040731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09288223,0.0002664374,0.8967965,0.0003481576,0.00008611873,0.0001784932,0.0003394253,0.0006752877,0.008427289],"genre_scores_gemma":[0.7786235,0.000559413,0.2141804,0.0001188124,0.00005211447,0.0003601647,0.000333371,0.0001110709,0.005661177],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02236218,"threshold_uncertainty_score":0.04446399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548003559433049,"score_gpt":0.2363335630475378,"score_spread":0.2208535274532073,"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."}}