{"id":"W3019557951","doi":"10.1145/3016078.2851160","title":"Be my guest","year":2016,"lang":"en","type":"article","venue":"ACM SIGPLAN Notices","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Lock (firearm); Scalability; FIFO and LIFO accounting; Queue; FIFO (computing and electronics); Computer network; Context (archaeology); Partition (number theory); Distributed computing; Operating system","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":[0.0002304791,0.0001134147,0.0001066102,0.00006740461,0.0001160415,0.000122237,0.001855625,0.00003497552,0.00002345791],"category_scores_gemma":[0.0001496276,0.00006824918,0.00004439629,0.000156123,0.0000421024,0.00004883059,0.000919913,0.0000502668,0.0003552113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001838176,"about_ca_system_score_gemma":0.00001277006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003277355,"about_ca_topic_score_gemma":0.00001131565,"domain_scores_codex":[0.9989437,0.0000447939,0.0001441288,0.0003408305,0.0002470673,0.00027944],"domain_scores_gemma":[0.9984117,0.0003984856,0.00007449388,0.001007832,0.00002608834,0.00008135943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002303232,0.0003152022,0.0165674,0.00009275015,0.0001836561,0.0002957936,0.003632246,0.000713918,0.00319101,0.09211885,0.1401571,0.742709],"study_design_scores_gemma":[0.001224542,0.0002962546,0.02053339,0.0002127784,0.00003109952,0.00002348458,0.000120367,0.01113072,0.004089066,0.004670283,0.9568417,0.0008263023],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8731027,0.0002410198,0.03599722,0.05365807,0.002715013,0.0002192293,0.000004808484,0.00106776,0.03299416],"genre_scores_gemma":[0.9882438,0.00000350888,0.007412798,0.001011711,0.0004057028,0.000003542588,4.906079e-7,0.000007355457,0.002911148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8166845,"threshold_uncertainty_score":0.4565641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02383788860117256,"score_gpt":0.2431696093847188,"score_spread":0.2193317207835462,"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."}}