{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000708812,0.0003122607,0.0002084321,0.000460885,0.0007397619,0.002993676,0.0009666907,0.000460005,0.003768964],"category_scores_gemma":[0.002170157,0.0001199104,0.0004150344,0.000466693,0.001059235,0.003854719,0.002960223,0.0007550379,0.0007400291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001223228,"about_ca_system_score_gemma":0.001861144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002728415,"about_ca_topic_score_gemma":0.002421248,"domain_scores_codex":[0.9989334,0.0004102752,0.00005668235,0.0001442148,0.0003099898,0.0001454229],"domain_scores_gemma":[0.9990376,0.0002896504,0.0001020008,0.0001651791,0.0002024158,0.000203184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005978347,0.0009024147,0.02602118,0.0004658504,0.00009093997,0.0009748645,0.006854752,0.1081033,0.01801914,0.5029444,0.007424959,0.3276003],"study_design_scores_gemma":[0.0002950889,0.00205127,0.03991764,0.0005742963,0.0001800733,0.001759836,0.01340584,0.523154,0.02095057,0.223871,0.1736019,0.0002384751],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.449985,0.0002575191,0.4215893,0.001487995,0.0001257626,0.0006680514,0.0002135688,0.000990694,0.1246822],"genre_scores_gemma":[0.9306923,0.0001452396,0.06276266,0.0001175868,0.00001035648,0.0002416309,0.0001389112,0.00004652429,0.005844797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003768964,"threshold_uncertainty_score":0.01260841,"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."}}