{"id":"W2191117394","doi":"10.3390/a8041175","title":"A Data Analytic Algorithm for Managing, Querying, and Processing Uncertain Big Data in Cloud Environments","year":2015,"lang":"en","type":"article","venue":"Algorithms","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Big data; Computer science; Cloud computing; Database transaction; Transaction data; Uncertain data; Data mining; Data science; Analytics; Database","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001883126,0.001123485,0.001177143,0.002030837,0.001869926,0.002512253,0.002594826,0.001384319,0.001392153],"category_scores_gemma":[0.008616394,0.0004605155,0.001019441,0.00341693,0.001040012,0.003911374,0.002407129,0.001808929,0.0006361358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268638,"about_ca_system_score_gemma":0.003592126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005282259,"about_ca_topic_score_gemma":0.003855261,"domain_scores_codex":[0.9982645,0.0003034935,0.0001577991,0.0003228952,0.0008057563,0.0001455444],"domain_scores_gemma":[0.9974692,0.001221971,0.0002157358,0.0003605914,0.0006146943,0.0001177898],"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":[0.0005226631,0.0004984964,0.00548025,0.0003936622,0.0001544587,0.0004639399,0.000564935,0.3349125,0.01029398,0.08387656,0.02167007,0.5411685],"study_design_scores_gemma":[0.00004825318,0.00004161461,0.000186326,0.00001502854,0.00001814047,0.0001982715,0.0001142791,0.9649639,0.00294684,0.02680358,0.004646089,0.00001763097],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006163544,0.0001847487,0.9911805,0.0004361749,0.00005647068,0.0001574234,0.000140054,0.0007120046,0.0009692095],"genre_scores_gemma":[0.08815927,0.0002258499,0.9098667,0.0001574966,0.00007236924,0.0002621782,0.0004261013,0.00007573527,0.0007542788],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005282259,"threshold_uncertainty_score":0.01050299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1524026518695217,"score_gpt":0.3367926949173147,"score_spread":0.184390043047793,"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."}}