{"id":"W4388709396","doi":"10.23977/aetp.2023.071508","title":"Research and Analysis Based on Cloud Class Data","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Advanced Decision-Making Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Beijing Institute of Petrochemical Technology","keywords":"Cloud computing; Class (philosophy); Computer science; Process (computing); Mathematics education; Basis (linear algebra); Data science; Artificial intelligence; Mathematics","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":[0.001084788,0.0001079197,0.0001915513,0.003741456,0.0001608084,0.00002303614,0.001485944,0.0002050414,0.00001162238],"category_scores_gemma":[0.0005554034,0.0001045528,0.00001276129,0.007489634,0.0006313825,0.0003632849,0.0005963457,0.0004662207,0.00002828448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002497518,"about_ca_system_score_gemma":0.00005573582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001524859,"about_ca_topic_score_gemma":0.00002388319,"domain_scores_codex":[0.9982153,0.0001087491,0.0002227322,0.0009295371,0.0002048025,0.0003188355],"domain_scores_gemma":[0.9965309,0.00169032,0.00006397261,0.001584493,0.00008913864,0.00004118903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002296148,0.0001406926,0.03154449,0.000004773066,0.00001604695,0.00001433913,0.00003206832,0.0001548023,0.00002744952,0.8458589,0.002757149,0.1194264],"study_design_scores_gemma":[0.0001495549,0.0001440378,0.03297246,0.00001551737,0.000003740712,0.00001399148,0.00002925244,0.01212341,0.00002081542,0.9095272,0.04489744,0.0001025971],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05783511,0.004798782,0.7715432,0.1557726,0.001201355,0.0004335386,0.00004104901,0.0009474489,0.007426928],"genre_scores_gemma":[0.8584355,0.001738544,0.138602,0.0009104016,0.00004794907,0.00009512389,0.00004699025,0.000008230602,0.0001152572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8006004,"threshold_uncertainty_score":0.4263538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09091847878963762,"score_gpt":0.5060981811228892,"score_spread":0.4151797023332516,"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."}}