{"id":"W1983747875","doi":"10.1145/1189276.1189289","title":"The Virtualization Reality","year":2006,"lang":"en","type":"article","venue":"Queue","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nutrasource","funders":"University of Cambridge","keywords":"Software deployment; Variety (cybernetics); Computer science; Virtualization; Distributed computing; Operating system; Cloud computing","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":[0.000284602,0.00004148739,0.00003298184,0.00001361565,0.0002483654,0.000140497,0.0004060799,0.00001443022,9.754191e-7],"category_scores_gemma":[0.0000117384,0.00002659104,0.00002306146,0.0001556117,0.0000202413,0.000009082892,0.000148008,0.00003452746,0.0000316634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001803041,"about_ca_system_score_gemma":0.000007715887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002851828,"about_ca_topic_score_gemma":0.00004795688,"domain_scores_codex":[0.9994781,0.00005258462,0.00009647279,0.0001278368,0.0001296911,0.0001153386],"domain_scores_gemma":[0.9995215,0.00005725001,0.00003569538,0.0003508732,0.00002100521,0.00001368049],"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":[6.242548e-7,0.00001726057,0.0002118739,0.000001993843,0.000002860827,0.00000228735,0.0000726781,0.008226819,0.00001998975,0.9239178,0.02376753,0.04375827],"study_design_scores_gemma":[0.0001232128,0.00002197087,0.01377757,0.000007574929,0.000002310615,0.00000331874,0.00002034795,0.5022773,0.0003131707,0.0382267,0.4451119,0.000114637],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03910867,0.0001748285,0.8674254,0.01005425,0.0005080585,0.0001195351,2.500223e-7,0.0003944942,0.08221451],"genre_scores_gemma":[0.9938891,0.000001834497,0.0007837065,0.0002078458,0.0001546137,0.000003335363,7.32705e-7,0.000002742693,0.004956093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9547804,"threshold_uncertainty_score":0.1910251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009512667914010479,"score_gpt":0.2263991478089195,"score_spread":0.216886479894909,"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."}}