{"id":"W4412479014","doi":"10.1177/10591478251361979","title":"Effectiveness of Online Education During the COVID-19 Pandemic: Evidence from Chinese Universities","year":2025,"lang":"en","type":"article","venue":"Production and Operations Management","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; China; Business; Public relations; Medical education; Political science; Medicine; Virology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003331433,0.00006835043,0.0000792456,0.0001283943,0.0003034474,0.00001738954,0.0000799374,0.00002044165,0.00007953569],"category_scores_gemma":[0.00005739557,0.00005177623,0.00001869922,0.0002671038,0.00006395298,0.0001143877,0.00006556301,0.00005977148,0.000004096024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000330883,"about_ca_system_score_gemma":0.0002126141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003937247,"about_ca_topic_score_gemma":0.001344957,"domain_scores_codex":[0.9992858,0.0002078108,0.0001291447,0.000241624,0.00006564616,0.00006998688],"domain_scores_gemma":[0.9995477,0.0001090708,0.00002877111,0.0002409118,0.00004241196,0.00003118219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001371662,0.00179067,0.8397002,0.005321231,0.0005508801,0.000003391428,0.01850084,0.006086234,0.005315172,0.070875,0.002372474,0.04811225],"study_design_scores_gemma":[0.0003751519,0.00002784459,0.9801984,0.0001844333,0.00006439691,0.000002968219,0.01194842,0.00005885234,0.0001176393,0.000420927,0.006529617,0.00007137519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892457,0.001483359,0.001883514,0.004807607,0.001016569,0.000720649,0.00001036162,0.00003496521,0.0007973171],"genre_scores_gemma":[0.9864579,0.0007307795,0.0001422245,0.000486638,0.00006457644,0.00008144258,0.00002806197,0.000003041527,0.01200527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1404982,"threshold_uncertainty_score":0.5951967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04483755275369901,"score_gpt":0.4240571617427035,"score_spread":0.3792196089890045,"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."}}