{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004068418,0.0004154468,0.0004710482,0.002154218,0.001624932,0.002109451,0.001266154,0.0009671025,0.003063011],"category_scores_gemma":[0.01921054,0.0002549734,0.0008264647,0.002886954,0.001901429,0.001883769,0.002499893,0.001084049,0.0003693008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002682837,"about_ca_system_score_gemma":0.004996549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09283191,"about_ca_topic_score_gemma":0.07078439,"domain_scores_codex":[0.9972028,0.0007893541,0.0002806117,0.0004440409,0.0004384333,0.0008448355],"domain_scores_gemma":[0.9774696,0.005372886,0.009366509,0.00154291,0.002202958,0.004045062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001889297,0.0003570001,0.9717926,0.0001738547,0.0001178526,0.0001379429,0.003826264,0.0003470203,0.000147187,0.0003014847,0.0009732472,0.02163653],"study_design_scores_gemma":[0.00001151705,0.0001093132,0.9953518,0.00007352174,0.00005229665,0.00001585682,0.003178771,0.0003968324,0.0001243671,0.00009160509,0.0005741389,0.00001988936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969248,0.0005045444,0.00007547851,0.0005983308,0.00001629248,0.00003210165,0.0004845169,0.000007373043,0.001356631],"genre_scores_gemma":[0.9990541,0.0003060089,0.0000267582,0.000158132,0.00001373704,0.00001855044,0.0002728594,0.000002650929,0.0001472399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09283191,"threshold_uncertainty_score":0.1845831,"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."}}