{"id":"W3106681573","doi":"","title":"6th International Conference on Queueing Theory and Network Applications, QTNA 2011 - Proceedings: Preface","year":2011,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Queueing theory; Computer science; G-network; Layered queueing network; Computer network; Operations research; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006281482,0.0001008535,0.00009743359,0.00003774539,0.0001130189,0.00008420498,0.0005535823,0.00005440889,0.0001278864],"category_scores_gemma":[0.00001262508,0.00007425302,0.00002168409,0.00008721784,0.00005613833,0.0004480391,0.0001831467,0.00009414888,0.0001061377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002101262,"about_ca_system_score_gemma":0.00003167345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002457631,"about_ca_topic_score_gemma":0.000002251056,"domain_scores_codex":[0.999156,0.00002154293,0.0001691877,0.0003346624,0.00015371,0.0001649131],"domain_scores_gemma":[0.9994646,0.00004425204,0.00007454077,0.0002343535,0.0001206165,0.00006166138],"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":[0.00001902803,0.00004405956,0.02219814,0.00002175633,0.00001453674,2.97199e-7,0.000978398,0.000005066943,0.00001964762,0.9579287,0.00118474,0.01758569],"study_design_scores_gemma":[0.001571785,0.0007343321,0.1816406,0.0004740324,0.00003470702,0.0001044635,0.001589564,0.06776669,0.004556269,0.703506,0.03632091,0.001700665],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02298683,0.0001492512,0.7808352,0.0003609125,0.0004971334,0.0006005641,0.000001084341,0.0004906115,0.1940784],"genre_scores_gemma":[0.9804783,0.00007735844,0.01800598,0.0002755838,0.0001218966,0.00009777825,7.752706e-7,0.000005110839,0.0009371901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9574915,"threshold_uncertainty_score":0.3027951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02459217209613337,"score_gpt":0.2465015250127614,"score_spread":0.221909352916628,"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."}}