{"id":"W3209406253","doi":"10.1234/jse.v2i1.56","title":"E-Learning implementation in higher education in response to the covid-19 pandemic: a review","year":2021,"lang":"en","type":"review","venue":"Journal of Science and Education (JSE)","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Distance education; Face-to-face; Face (sociological concept); Christian ministry; Higher education; Virtual learning environment; Subject (documents); Best practice; Political science; Public relations; Medical education; Business; Mathematics education; Computer science; Pedagogy; Psychology; Sociology; Library science; Medicine; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01410785,0.0001620639,0.0006391925,0.001232569,0.0006342672,0.0001563953,0.0006310259,0.0001130668,0.000221024],"category_scores_gemma":[0.007899253,0.0001204617,0.00008644012,0.004801425,0.0005360604,0.0004967609,0.00009065348,0.0005743143,0.00001392821],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003210832,"about_ca_system_score_gemma":0.05636035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005187884,"about_ca_topic_score_gemma":0.0007103274,"domain_scores_codex":[0.9966614,0.001029753,0.0009559649,0.0003240905,0.0007102833,0.0003184756],"domain_scores_gemma":[0.9971713,0.0006252215,0.000980158,0.0002045142,0.0007820362,0.0002367674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000373664,0.00005730793,0.0008840185,0.0006291858,0.000005269793,4.8853e-7,0.01088575,6.935546e-7,0.000002458404,0.0004989526,0.0459168,0.9411153],"study_design_scores_gemma":[0.00005174027,0.0000311019,0.001864466,0.00642486,0.00005314888,0.00003669138,0.037938,2.227654e-8,1.629119e-7,0.0001818737,0.9532985,0.0001194234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001838344,0.9534863,0.000003442595,0.04166136,0.001780535,0.000725153,0.000001014915,0.00001699356,0.0004868655],"genre_scores_gemma":[0.0008670195,0.9912157,0.0002261379,0.003757782,0.0003274815,0.0001738459,0.000002776939,0.000008277314,0.003420972],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9409959,"threshold_uncertainty_score":0.9489892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1840375518828804,"score_gpt":0.5546520594985767,"score_spread":0.3706145076156963,"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."}}