{"id":"W2789061370","doi":"10.5539/cis.v11n1p90","title":"Enhancing Big Data Auditing","year":2018,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Cloud Data Security Solutions","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Audit; Big data; Scheme (mathematics); Retrievability; Data integrity; Possession (linguistics); Database; Data mining; Information retrieval; Accounting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001071738,0.00007337106,0.00006880461,0.000239285,0.0007112471,0.001078402,0.002276042,0.00001947659,0.000003679303],"category_scores_gemma":[0.0001563645,0.0000685663,0.00000823407,0.001114069,0.0004819595,0.02025095,0.003361046,0.00006980421,0.0001960363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002538319,"about_ca_system_score_gemma":0.0001778229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001553356,"about_ca_topic_score_gemma":0.000009093294,"domain_scores_codex":[0.9988353,0.00001272741,0.0002520451,0.0002733388,0.0003683712,0.0002582476],"domain_scores_gemma":[0.9984042,0.00005287218,0.0001002998,0.001063831,0.0002613069,0.0001174909],"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":[9.617477e-7,0.00001306057,0.0001731717,0.00001669452,0.00000303456,5.931633e-7,0.005942255,0.000009481035,0.0005893044,0.1734608,0.006517212,0.8132734],"study_design_scores_gemma":[0.0001276786,0.00004725985,0.005638246,0.00002364008,0.0000012218,0.00004449649,0.00003783039,0.8853612,0.001313583,0.00052929,0.1067298,0.0001457324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007637554,0.00001027648,0.9874588,0.0005693943,0.001325257,0.00006755441,0.00001267305,0.0001297185,0.002788771],"genre_scores_gemma":[0.7903867,0.00001200418,0.2068629,0.002200002,0.000509686,0.000001654995,0.0000205985,0.000001504057,0.000004939375],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8853517,"threshold_uncertainty_score":0.9999586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05119306095393634,"score_gpt":0.2866020557189505,"score_spread":0.2354089947650142,"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."}}