{"id":"W4319066548","doi":"10.5539/hes.v13n1p42","title":"The Virtual Learning Environment Model on Cloud using Hybrid Learning","year":2023,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Educational Technology and E-Learning","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cloud computing; Virtual learning environment; Learning environment; Virtual machine; Hybrid learning; Computer science; Instructional simulation; Blended learning; Educational technology; Artificial intelligence; Multimedia; Virtual reality; Mathematics education; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000535766,0.000160527,0.0001385717,0.0001504608,0.001961675,0.0000955743,0.0004201524,0.00004868845,0.00001190211],"category_scores_gemma":[0.0001184949,0.000129245,0.00005163934,0.0003727996,0.0001460138,0.0001809596,0.000330715,0.0005466088,0.0005473995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001645081,"about_ca_system_score_gemma":0.0001325501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004026424,"about_ca_topic_score_gemma":2.393413e-7,"domain_scores_codex":[0.998632,0.0001590562,0.0002134078,0.0003838378,0.0002888351,0.0003228621],"domain_scores_gemma":[0.998938,0.0005011696,0.0001471995,0.0002788024,0.00009062223,0.00004420403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009624705,0.0001249796,0.005203104,0.00001326564,0.0001482961,0.000002160876,0.003640737,0.4266983,0.0003478408,0.5322749,0.01749852,0.01403828],"study_design_scores_gemma":[0.0004063203,0.0004010708,0.01789553,0.0001733956,0.00006028549,0.00002052118,0.0336714,0.1781902,0.001044018,0.04495825,0.7222267,0.0009523173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710597,0.002084117,0.005765384,0.01378654,0.004068815,0.0001614233,3.741198e-7,0.0008613708,0.002212262],"genre_scores_gemma":[0.9581955,0.0009469755,0.00128115,0.0002436421,0.000297095,0.00008295172,0.000005692727,0.00001656172,0.03893045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7047282,"threshold_uncertainty_score":0.9993376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0702902540660107,"score_gpt":0.3349931422550091,"score_spread":0.2647028881889984,"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."}}