{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003069523,0.0004681053,0.0006442684,0.002978585,0.001058672,0.002516968,0.001159847,0.0005751816,0.002607562],"category_scores_gemma":[0.01628959,0.0003062892,0.0009151084,0.004579688,0.000668058,0.003946542,0.001000354,0.0009322148,0.0005856379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001606508,"about_ca_system_score_gemma":0.00196495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0125938,"about_ca_topic_score_gemma":0.007276602,"domain_scores_codex":[0.9961858,0.001072207,0.0002470594,0.0008569278,0.001314892,0.0003231168],"domain_scores_gemma":[0.9848762,0.008143578,0.001465174,0.003073095,0.002016004,0.00042597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008817615,0.001924182,0.3734596,0.0007025345,0.0003847985,0.001266266,0.002661907,0.09169903,0.008255173,0.0869749,0.01144248,0.4203473],"study_design_scores_gemma":[0.0000645356,0.0002748766,0.1098026,0.0001366964,0.0001217363,0.0004650643,0.002811702,0.8271962,0.008510458,0.03220667,0.01833403,0.00007544999],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6212074,0.0005138213,0.3536591,0.001645676,0.000254747,0.000920941,0.006981018,0.0006501885,0.01416717],"genre_scores_gemma":[0.9155195,0.0004445721,0.07824902,0.0001227021,0.0001374602,0.0004108273,0.003103784,0.00006966206,0.001942491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0125938,"threshold_uncertainty_score":0.02504098,"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."}}