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Open AccessJournal ArticleDOI

Test sensitivity is secondary to frequency and turnaround time for COVID-19 screening.

TLDR
It is demonstrated that effective screening depends largely on frequency of testing and speed of reporting and is only marginally improved by high test sensitivity, and should prioritize accessibility, frequency, and sample-to-answer time.
Abstract
The COVID-19 pandemic has created a public health crisis. Because SARS-CoV-2 can spread from individuals with presymptomatic, symptomatic, and asymptomatic infections, the reopening of societies and the control of virus spread will be facilitated by robust population screening, for which virus testing will often be central. After infection, individuals undergo a period of incubation during which viral titers are too low to detect, followed by exponential viral growth, leading to peak viral load and infectiousness and ending with declining titers and clearance. Given the pattern of viral load kinetics, we model the effectiveness of repeated population screening considering test sensitivities, frequency, and sample-to-answer reporting time. These results demonstrate that effective screening depends largely on frequency of testing and speed of reporting and is only marginally improved by high test sensitivity. We therefore conclude that screening should prioritize accessibility, frequency, and sample-to-answer time; analytical limits of detection should be secondary.

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Citations
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Journal ArticleDOI

Evaluation of two fluorescence immunoassays for the rapid detection of SARS-CoV-2 antigen—new tool to detect infective COVID-19 patients

TL;DR: In this article, the authors evaluated the performance of two rapid fluorescence immunoassays (FIAs), SOFIA SARS Antigen FIA (Quidel Corporation, San Diego, CA, USA) and STANDARD F COVID-19 Ag FIA (SD Biosensor Inc., Gyeonggi-do, Republic of Korea), which use an automated reader.
Posted ContentDOI

A SARS-CoV-2 Coronavirus Nucleocapsid Protein Antigen-Detecting Lateral Flow Assay

TL;DR: This LFA meets the criteria suggested by WHO for diagnosis of acute SARS-CoV-2 infection in a point of care format and is presented as an open source LFA using commercially available antibodies and materials.
Journal ArticleDOI

Project Achoo: A Practical Model and Application for COVID-19 Detection From Recordings of Breath, Voice, and Cough

TL;DR: In this paper , a machine learning method was proposed to detect COVID-19 infection using audio recordings made on consumer devices, which combines signal processing and noise removal methods with an ensemble of fine-tuned deep learning networks and enables COVID detection on coughs.
Journal ArticleDOI

Screening for SARS-CoV-2 infection in asymptomatic individuals using the Panbio COVID-19 antigen rapid test (Abbott) compared with RT-PCR: a prospective cohort study.

TL;DR: In this article, the authors compared the performance of the Panbio COVID-19 Ag Rapid Test (Abbott) compared with reverse transcriptase real-time PCR (RT-PCR) in symptomatic individuals, but test performance for asymptomatic individuals is unknown.
Posted Content

Project Achoo: A Practical Model and Application for COVID-19 Detection from Recordings of Breath, Voice, and Cough.

TL;DR: In this article, a machine learning method was proposed to quickly triage COVID-19 using recordings made on consumer devices, which combines signal processing methods with fine-tuned deep learning networks and provides methods for signal denoising, cough detection and classification.
References
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Journal ArticleDOI

The Incubation Period of Coronavirus Disease 2019 (COVID-19) From Publicly Reported Confirmed Cases: Estimation and Application.

TL;DR: The results support current proposals for the length of quarantine or active monitoring of persons potentially exposed to SARS-CoV-2, although longer monitoring periods might be justified in extreme cases.
Journal ArticleDOI

Temporal dynamics in viral shedding and transmissibility of COVID-19.

TL;DR: It is estimated that 44% (95% confidence interval, 25–69%) of secondary cases were infected during the index cases’ presymptomatic stage, in settings with substantial household clustering, active case finding and quarantine outside the home.
Journal ArticleDOI

Sensitivity of Chest CT for COVID-19: Comparison to RT-PCR

TL;DR: In a series of 51 patients with chest CT and real-time polymerase chain reaction assay (RT-PCR) performed within 3 days, the sensitivity of CT for 2019 novel coronavirus infection was 98% and that ...
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