{"id":"W2760976117","doi":"10.1002/cpe.4338","title":"Dynamic formation of service communities in the cloud under distribution and incomplete information settings","year":2017,"lang":"en","type":"article","venue":"Concurrency and Computation Practice and Experience","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep Marie-Victorin; Concordia University; Maple Leaf Foods","funders":"","keywords":"Cloud computing; Computer science; Visibility; Set (abstract data type); Service (business); Process (computing); Complete information; Data science; Data mining; Operations research; Engineering; Business; Geography; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007274886,0.0005715243,0.001353925,0.00146018,0.001891893,0.002617685,0.002331928,0.001367184,0.001223103],"category_scores_gemma":[0.02197457,0.0005866482,0.000860582,0.001426339,0.001621009,0.003452497,0.002496219,0.001395773,0.0001435439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004064588,"about_ca_system_score_gemma":0.002802738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01870081,"about_ca_topic_score_gemma":0.01071246,"domain_scores_codex":[0.9963796,0.001493025,0.0001489278,0.0008206216,0.0005289463,0.0006289188],"domain_scores_gemma":[0.9790809,0.013592,0.002796465,0.001426099,0.001454375,0.001650115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000305719,0.0001670542,0.01019674,0.00006723907,0.00007906077,0.0002755611,0.0003541919,0.9354596,0.00117724,0.02607401,0.001034191,0.02480937],"study_design_scores_gemma":[0.00001926998,0.00001290175,0.0006593163,0.000004228115,0.000007281823,0.00001991215,0.0001060057,0.9885725,0.0002717704,0.01009359,0.000227287,0.00000597601],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6163207,0.0003241931,0.3776554,0.001643441,0.00002948746,0.0002726668,0.0003906039,0.0003045614,0.003058945],"genre_scores_gemma":[0.9635951,0.00006055033,0.03553123,0.00004639487,0.00001115901,0.00005628356,0.0001702041,0.00001492285,0.0005141011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01870081,"threshold_uncertainty_score":0.03847373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02314204331840398,"score_gpt":0.3021808909044797,"score_spread":0.2790388475860757,"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."}}