{"id":"W4381682584","doi":"10.1016/j.eclinm.2023.102058","title":"Comparing SARS-CoV-2 testing positivity rates and COVID-19 impact among different isolation strategies: a rapid systematic review and a modelling study","year":2023,"lang":"en","type":"review","venue":"EClinicalMedicine","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"Kwame Nkrumah University of Science and Technology; China Scholarship Council; University of Toronto; World Health Organization","keywords":"Medicine; Isolation (microbiology); Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychological intervention; Test (biology); Emergency medicine; Intensive care medicine; Internal medicine; Disease; Infectious disease (medical specialty); Bioinformatics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004574507,0.001012298,0.008371428,0.0005262091,0.0003215393,0.0001584799,0.0001924078,0.0003576769,0.000006374155],"category_scores_gemma":[0.0140178,0.0006603817,0.0004625446,0.001131002,0.0002704838,0.0001856574,0.0002376622,0.00147179,0.00001692979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000320417,"about_ca_system_score_gemma":0.0005179209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005538852,"about_ca_topic_score_gemma":0.00008376659,"domain_scores_codex":[0.9930661,0.001230631,0.003362992,0.00119258,0.000590859,0.0005568543],"domain_scores_gemma":[0.9872194,0.009502592,0.001863283,0.0008057593,0.0002184665,0.0003905125],"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":[0.00003513521,0.0003071846,0.003500148,0.9904462,0.001315157,0.0002392282,0.0002933822,0.0000072227,0.00002702151,0.000003796163,0.00007942513,0.003746114],"study_design_scores_gemma":[0.003008361,0.002242756,0.0005086431,0.9157143,0.02976792,0.001146572,0.0005518825,0.04584344,0.000003097627,0.00007146003,0.0002893663,0.0008521836],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03082351,0.9568284,0.002326933,0.00009212307,0.0001494006,0.009103194,0.00001304861,0.0005271675,0.0001362661],"genre_scores_gemma":[0.06236308,0.9350943,0.0001838891,0.001271045,0.0003638547,0.0004746169,0.00006058308,0.000168426,0.00002021426],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07473186,"threshold_uncertainty_score":0.9995847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3980293721633312,"score_gpt":0.4927429486072794,"score_spread":0.09471357644394818,"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."}}