{"id":"W4306697577","doi":"10.1016/j.ijid.2022.10.018","title":"Testing for COVID-19 during an outbreak within a large UK prison: an evaluation of mass testing to inform outbreak control","year":2022,"lang":"en","type":"article","venue":"International Journal of Infectious Diseases","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prison; Declaration; Outbreak; Medicine; Coronavirus disease 2019 (COVID-19); Pandemic; Transmission (telecommunications); Asymptomatic; Quarter (Canadian coin); Family medicine; Emergency medicine; Demography; Environmental health; Virology; Psychology; Geography; Disease; Surgery; Pathology; Infectious disease (medical specialty); Criminology; Law; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00685531,0.0005795709,0.000262811,0.0007087148,0.0008895209,0.0009219676,0.0005348641,0.0004655098,0.001174916],"category_scores_gemma":[0.02314944,0.0003032274,0.0003088777,0.0002751356,0.0008364174,0.0009792616,0.00151073,0.0006085531,0.0001513398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002446814,"about_ca_system_score_gemma":0.002582319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01911635,"about_ca_topic_score_gemma":0.02826555,"domain_scores_codex":[0.9948893,0.0029756,0.0004987,0.0003045594,0.0007126563,0.0006192096],"domain_scores_gemma":[0.9797316,0.005739566,0.006476253,0.0007939379,0.004602975,0.002655703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001939106,0.001405272,0.9390547,0.000430786,0.00006504777,0.0009747814,0.00975384,0.0003910661,0.002929377,0.00006579357,0.000662306,0.04232801],"study_design_scores_gemma":[0.0000755209,0.01254927,0.9778625,0.0002031059,0.00004440932,0.0004420791,0.006179287,0.0007799295,0.0009002954,0.00003063789,0.0009025055,0.00003047104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984939,0.0001469699,0.000221301,0.0001698651,0.00001272795,0.0002973051,0.00006080529,0.00001091699,0.0005862502],"genre_scores_gemma":[0.9986563,0.0001375343,0.0006371355,0.00007966712,0.00002157921,0.0001338501,0.00007273932,0.000002107333,0.0002591822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01911635,"threshold_uncertainty_score":0.03801012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05898097281965643,"score_gpt":0.371738930918206,"score_spread":0.3127579580985496,"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."}}