{"id":"W3195418742","doi":"10.5539/hes.v11n3p125","title":"Transformation of Higher Education into New Normal","year":2021,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Higher education; Nonprobability sampling; Sociology; Qualitative research; Pedagogy; Pandemic; Public relations; Psychology; Medical education; Coronavirus disease 2019 (COVID-19); Political science; Medicine; Social science; Population","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":[0.01019712,0.0003052139,0.0003609238,0.00128254,0.009025809,0.01111806,0.001407038,0.001250777,0.007199491],"category_scores_gemma":[0.0121556,0.0002257204,0.0003580557,0.002058971,0.02059584,0.01013866,0.01072731,0.005133488,0.000791613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009368065,"about_ca_system_score_gemma":0.007596679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002957516,"about_ca_topic_score_gemma":0.004343343,"domain_scores_codex":[0.9830486,0.01154769,0.0002776865,0.0008330584,0.002361862,0.001931179],"domain_scores_gemma":[0.9910116,0.003352585,0.0008514845,0.0008902863,0.0008932953,0.003000749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000487922,0.0001523337,0.004909888,0.0001945689,0.00001197051,0.0009768651,0.7449822,0.0002801119,0.001242472,0.2075225,0.00971745,0.0299608],"study_design_scores_gemma":[0.00001058803,0.00008461635,0.003649833,0.0002196693,0.000002711183,0.0004547366,0.7224739,0.0003197175,0.00039732,0.01351837,0.2588405,0.0000280617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7525674,0.001906979,0.006954725,0.0672968,0.0009794125,0.0001985293,0.0001657617,0.00009165876,0.1698388],"genre_scores_gemma":[0.9892287,0.0003236411,0.0006853607,0.002041351,0.00008844466,0.00004102153,0.00002623038,0.00002054717,0.007544715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01111806,"threshold_uncertainty_score":0.0679704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0443352662881327,"score_gpt":0.4062636973518248,"score_spread":0.3619284310636921,"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."}}