{"id":"W3092536536","doi":"10.5539/hes.v10n4p36","title":"Design on Big data Platform-based in Higher Education Institute","year":2020,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Big data; Computer science; Cloud computing; Data science; Architecture; Automation; World Wide Web; Data mining; Operating system; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002282272,0.0001802546,0.0001913869,0.0001698867,0.0001543864,0.0001115766,0.001019052,0.00003900638,0.00001529419],"category_scores_gemma":[0.00002226729,0.0001559097,0.00002611781,0.000760627,0.00005127324,0.00009637864,0.0004830931,0.0001358492,0.0001415943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001226042,"about_ca_system_score_gemma":0.0003878325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003284781,"about_ca_topic_score_gemma":0.000002739281,"domain_scores_codex":[0.9985625,0.0000728587,0.0002691832,0.0006101835,0.0002755731,0.0002096677],"domain_scores_gemma":[0.9987351,0.0001161343,0.0001184471,0.000840006,0.0001063648,0.00008391838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006368649,0.002027719,0.002495977,0.0002957162,0.0001911858,0.000008654204,0.003766617,0.03339031,0.00006113011,0.124219,0.5070482,0.3264318],"study_design_scores_gemma":[0.0005568553,0.0001514905,0.03500563,0.0002261865,0.00002631408,6.333062e-7,0.0004178625,0.008520164,0.00008340917,0.001537823,0.953038,0.0004355907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2626622,0.01621078,0.07990551,0.5351712,0.07080969,0.002491934,0.000007841011,0.001660446,0.0310804],"genre_scores_gemma":[0.9667346,0.00002167323,0.01092502,0.01554203,0.001308001,0.00008426588,0.00001740377,0.00001360854,0.005353317],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7040725,"threshold_uncertainty_score":0.6357812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3427398196482698,"score_gpt":0.3579036631724268,"score_spread":0.01516384352415695,"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."}}