{"id":"W4410370762","doi":"10.1186/s12875-025-02853-7","title":"A scoping review of the roles, challenges, and strategies for enhancing the performance of community health workers in the response against COVID-19 in low- and middle-income countries","year":2025,"lang":"en","type":"review","venue":"BMC Primary Care","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Umeå Universitet; University of Waterloo","keywords":"Coronavirus disease 2019 (COVID-19); Low and middle income countries; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Business; Economic growth; Medicine; Economics; Developing country; Virology; Outbreak","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02321849,0.002035403,0.006172738,0.02207455,0.002149978,0.006782665,0.003048978,0.004900495,0.004701448],"category_scores_gemma":[0.07325165,0.00138201,0.006293482,0.02268548,0.001916759,0.005194993,0.003316898,0.002345026,0.0007404344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007538171,"about_ca_system_score_gemma":0.03953525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01281616,"about_ca_topic_score_gemma":0.02938255,"domain_scores_codex":[0.9835908,0.006540521,0.005931717,0.0008611248,0.002514641,0.0005612629],"domain_scores_gemma":[0.9412436,0.04400945,0.006457653,0.0006732967,0.006940629,0.0006752895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008779561,0.00002755914,0.0003286464,0.9120877,0.001157451,0.0001608757,0.00115474,0.0001377593,0.0001816184,0.001060262,0.002996342,0.08061922],"study_design_scores_gemma":[0.00001803991,0.00006073532,0.0005643792,0.9730223,0.004079932,0.0001103287,0.00072703,0.00003817007,0.00008299388,0.0003308116,0.02095057,0.00001478081],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006253502,0.9960615,0.0003012366,0.0009416015,0.0002860994,0.0006080596,0.0001842772,0.00000837054,0.0009835373],"genre_scores_gemma":[0.004126166,0.9933342,0.0007259659,0.0005528227,0.00008815647,0.0008736468,0.000138702,0.000004964563,0.0001554229],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02321849,"threshold_uncertainty_score":0.1227926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09508794517544505,"score_gpt":0.4122407491601068,"score_spread":0.3171528039846617,"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."}}