{"id":"W4321499472","doi":"10.5430/bmr.v12n1p20","title":"Online Higher Education in The Business Under Pandemic and Emergent Conditions","year":2023,"lang":"en","type":"article","venue":"Business and Management Research","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Coronavirus disease 2019 (COVID-19); Online learning; Online teaching; Psychology; Pandemic; Higher education; Computer science; Sociology; Knowledge management; Medical education; Multimedia; Political science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001473451,0.00005948538,0.00006923961,0.0003407066,0.0005840895,0.0001382935,0.0001502363,0.00004040345,0.0001395883],"category_scores_gemma":[0.00004687711,0.00004408582,0.000008545057,0.00239055,0.0001903868,0.0001495029,0.0001354714,0.0001479489,0.00002137723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003054231,"about_ca_system_score_gemma":0.0001810093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002066359,"about_ca_topic_score_gemma":0.003250198,"domain_scores_codex":[0.998745,0.0002387601,0.0001061219,0.0001933175,0.0004180194,0.0002987296],"domain_scores_gemma":[0.9995259,0.0001120213,0.00001931833,0.0001146675,0.0001877203,0.00004037473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002109098,0.0006936321,0.05952132,0.0004366804,0.0000406583,0.00003372111,0.002016715,0.0001663382,0.00006312631,0.5872382,0.05965285,0.2901157],"study_design_scores_gemma":[0.0001062125,0.000003240289,0.6051911,0.00003362954,0.00000490305,2.676287e-7,0.0103639,0.00001527611,6.238037e-8,0.004926213,0.3793137,0.00004149523],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909356,0.0004132554,0.0000162755,0.07392955,0.0002198469,0.0005163643,0.000003967103,0.00005393758,0.01549081],"genre_scores_gemma":[0.9449822,0.01905961,0.00008311557,0.0002911178,0.0003563805,0.000103763,0.0001025863,0.000009652274,0.03501159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.582312,"threshold_uncertainty_score":0.4492403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1503309649424677,"score_gpt":0.4753090606688207,"score_spread":0.324978095726353,"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."}}