{"id":"W4408130120","doi":"10.1093/pubmed/fdaf017","title":"Effectiveness of non-pharmaceutical interventions as implemented in the UK during the COVID-19 pandemic: a rapid review","year":2025,"lang":"en","type":"review","venue":"Journal of Public Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Psychological intervention; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Medicine; Virology; Medical emergency; Nursing; Infectious disease (medical specialty); Outbreak; Disease; Pathology","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":[0.01399187,0.001258678,0.006028943,0.006383854,0.0004592019,0.003051825,0.001863939,0.002667851,0.006144827],"category_scores_gemma":[0.06905053,0.001031638,0.006218248,0.005841373,0.0008236702,0.002379806,0.001487841,0.001783542,0.0004762504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005721777,"about_ca_system_score_gemma":0.01559063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01248622,"about_ca_topic_score_gemma":0.02301973,"domain_scores_codex":[0.9885549,0.00539632,0.003067178,0.0007159029,0.001831342,0.0004344341],"domain_scores_gemma":[0.9298185,0.05846953,0.006726412,0.0007596512,0.003768421,0.0004574429],"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":[0.0003847248,0.00003596748,0.0004714237,0.8645647,0.005316805,0.00005076506,0.0001663494,0.0002008,0.0001032193,0.0006421431,0.002407291,0.1256558],"study_design_scores_gemma":[0.0003370297,0.0004815096,0.004126236,0.9176331,0.02997589,0.0001959793,0.0003287572,0.0001376405,0.000251969,0.000564623,0.04592702,0.00004027365],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004716989,0.9983701,0.00008225825,0.0003483829,0.0001216278,0.0001090384,0.0001451158,0.000005726667,0.0003461777],"genre_scores_gemma":[0.009386254,0.9893838,0.0003528037,0.0004156823,0.00007658813,0.0001938235,0.00010383,0.000004113293,0.00008316505],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01399187,"threshold_uncertainty_score":0.07399702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8429449169879304,"score_gpt":0.7745851375671507,"score_spread":0.06835977942077964,"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."}}