{"id":"W1540820669","doi":"","title":"Navigating the clouds with a MAP","year":2013,"lang":"en","type":"article","venue":"Integrated Network Management","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Cloud computing; Computer science; Software deployment; Set (abstract data type); Cloud service provider; Distributed computing; State (computer science); Adaptation (eye); Cloud management; Cloud computing security; 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":[0.0004623361,0.0002508366,0.0001639475,0.00002507079,0.0004233887,0.0006182222,0.001621701,0.00003641775,0.00004834395],"category_scores_gemma":[0.000003316838,0.0001345549,0.00006945179,0.0009665149,0.00007495163,0.00004528309,0.0008210369,0.0004758424,0.000478206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006474694,"about_ca_system_score_gemma":0.00001036452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002539038,"about_ca_topic_score_gemma":0.0000163797,"domain_scores_codex":[0.9980947,0.0001276922,0.0002775851,0.0004824538,0.0004120995,0.0006055106],"domain_scores_gemma":[0.9986309,0.00008666134,0.0001318125,0.0009804267,0.00008629147,0.00008389498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007181496,0.00006949328,0.0004298679,0.00003411537,0.0002964882,0.0000776087,0.0006225063,0.1454249,0.000001700276,0.07698652,0.1127926,0.6632571],"study_design_scores_gemma":[0.0005379669,0.0001818248,0.001975022,0.0006017252,0.00004527207,0.00001813122,0.001050019,0.7733073,0.00001528232,0.007884389,0.2138955,0.0004875948],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1031592,0.0007110065,0.7974718,0.03072682,0.001627146,0.002505006,4.707678e-7,0.001667481,0.06213111],"genre_scores_gemma":[0.9381128,0.00001245144,0.05223846,0.003710675,0.0003695872,0.0002712742,0.000003688697,0.0000312324,0.005249861],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8349536,"threshold_uncertainty_score":0.614653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007084131110449949,"score_gpt":0.2119523132336853,"score_spread":0.2048681821232353,"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."}}