4.7 Article

Novel application of automated machine learning with MALDI-TOF-MS for rapid high-throughput screening of COVID-19: a proof of concept

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Letter Medicine, General & Internal

Buyer beware: inflated claims of sensitivity for rapid COVID-19 tests

Meagan C. Fitzpatrick et al.

LANCET (2021)

Article Medical Laboratory Technology

Enhancing Military Burn- and Trauma-Related Acute Kidney Injury Prediction Through an Automated Machine Learning Platform and Point-of-Care Testing

Hooman H. Rashidi et al.

Summary: The study showed that point-of-care NGAL testing is feasible and comparable to reference methods, while machine learning enhanced the predictive performance of AKI biomarkers including NGAL. The optimal ML model achieved high accuracy, sensitivity, and specificity in predicting AKI.

ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE (2021)

Article Immunology

Automated En Masse Machine Learning Model Generation Shows Comparable Performance as Classic Regression Models for Predicting Delayed Graft Function in Renal Allografts

Kuang-Yu Jen et al.

Summary: In this study, an automated machine learning (ML) modeling pipeline was used to generate and optimize DGF prediction models en masse. The best performing models were based on neural network algorithms, with the highest area under the receiver operating characteristic curve of 0.7595. The performance of the ML models was comparable with classic logistic regression models.

TRANSPLANTATION (2021)

Editorial Material Microbiology

Laboratory Diagnosis of COVID-19: Current Issues and Challenges

Yi-Wei Tang et al.

JOURNAL OF CLINICAL MICROBIOLOGY (2020)

Article Biotechnology & Applied Microbiology

Detection of SARS-CoV-2 in nasal swabs using MALDI-MS

Fabiane M. Nachtigall et al.

NATURE BIOTECHNOLOGY (2020)

Editorial Material Medicine, General & Internal

Rethinking Covid-19 Test Sensitivity - A Strategy for Containment

Michael J. Mina et al.

NEW ENGLAND JOURNAL OF MEDICINE (2020)

Letter Immunology

Delayed Laboratory Response to COVID-19 Caused by Molecular Diagnostic Contamination

Ramona Mogling et al.

EMERGING INFECTIOUS DISEASES (2020)

Article Biochemical Research Methods

Cross-Contamination From Vial Caps for SEC Analysis Determined by MALDI-TOF Mass Spectrometry

A. Veloso et al.

JOURNAL OF CHROMATOGRAPHIC SCIENCE (2017)

Review Medical Laboratory Technology

MALDI-TOF MS for the Diagnosis of Infectious Diseases

Robin Patel

CLINICAL CHEMISTRY (2015)

Review Microbiology

Applications of MALDI-TOF mass spectrometry in clinical diagnostic microbiology

Antony Croxatto et al.

FEMS MICROBIOLOGY REVIEWS (2012)