{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"ecc4d53d6809","filters":{"venue":"Allerton Conference on Communication, Control, and Computing"}},"results":[{"id":"W2765340072","doi":"","title":"Large deviations of queues under qos scheduling algorithms","year":2006,"lang":"en","type":"article","venue":"Allerton Conference on Communication, Control, and Computing","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Bell (Canada)","funders":"","keywords":"Queue; Computer science; Scheduling (production processes); Queueing theory; Fork–join queue; Mathematical optimization; Distributed computing; Algorithm; Real-time computing; Queue management system; Mathematics; Computer network","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01868841731715416,"gpt":0.2545301436818937,"spread":0.2358417263647395,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006801112,0.0001948605,0.0003360242,0.0001989076,0.0005980952,0.000185034,0.000434442,0.00006951523,0.00004241113],"category_scores_gemma":[0.0001151606,0.0001938087,0.00008107554,0.0003092585,0.0001162526,0.0004530957,0.0001917152,0.0001914733,0.00001785413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002027749,"about_ca_system_score_gemma":0.00002260883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004547107,"about_ca_topic_score_gemma":0.0003866395,"domain_scores_codex":[0.9987115,0.0000858253,0.0004965195,0.0002642777,0.0001894263,0.0002524508],"domain_scores_gemma":[0.9980222,0.0003863416,0.0005128373,0.0005680029,0.0004970094,0.00001360078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002979854,0.0001546159,0.002699015,0.00003217842,0.0000830534,4.709009e-7,0.00009651067,0.01817228,0.0004689391,0.9740059,0.0001303688,0.004126837],"study_design_scores_gemma":[0.001601291,0.00001528764,0.007050274,0.0002285019,0.0001234101,0.000001061186,0.001240849,0.85438,0.00007914034,0.1310154,0.003904488,0.0003602881],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4271416,0.001853412,0.5430736,0.00893359,0.0001678253,0.0004607372,0.000007637541,0.0003604599,0.01800113],"genre_scores_gemma":[0.9968019,0.0001131292,0.001305705,0.001381667,0.0002536558,0.0000087034,0.00005462272,0.00002017767,0.00006042613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8429905,"threshold_uncertainty_score":0.790329,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}