{"id":"W6921407515","doi":"10.6084/m9.figshare.c.6579196","title":"Health worker education during the COVID-19 pandemic: global disruption, responses and lessons for the future—a systematic review and meta-analysis","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Communism, Protests, Social Movements","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Anxiety; Randomized controlled trial; Burnout; Systematic review; Credibility; Scale (ratio); Sample (material)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001276538,0.0002200062,0.0009215237,0.00006980556,0.0009830333,0.000289114,0.0004603657,0.0001474344,0.0158314],"category_scores_gemma":[0.002971321,0.0001220526,0.0003964065,0.0006390187,0.00005935304,0.00004740882,0.0001839694,0.0001850493,0.00005955709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003730744,"about_ca_system_score_gemma":0.0006924056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002004123,"about_ca_topic_score_gemma":0.04289595,"domain_scores_codex":[0.9974819,0.001308557,0.0003327868,0.0003137445,0.0003348222,0.0002281794],"domain_scores_gemma":[0.9979458,0.0007834694,0.0005312882,0.0005308374,0.00007247712,0.0001361253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002640452,0.00001200894,0.00002902509,0.1008796,0.01166976,2.664492e-7,0.002279626,1.075574e-7,5.027236e-9,0.0006566532,0.8842741,0.0001962395],"study_design_scores_gemma":[0.00004259339,0.000005009379,0.0002631135,0.007042248,0.05967741,0.000002548937,0.003268723,5.081664e-7,3.180621e-9,0.0005373198,0.9289932,0.0001673135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[4.041503e-7,0.8211924,0.000004392204,0.07197678,0.00008888804,0.005866723,0.09863985,0.0001180002,0.002112582],"genre_scores_gemma":[0.001727897,0.06087182,0.0001010111,0.02854632,0.001303697,0.02407451,0.009439788,0.0003052735,0.8736297],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8715171,"threshold_uncertainty_score":0.9850683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2062066008913395,"score_gpt":0.4790662769135186,"score_spread":0.2728596760221791,"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."}}