Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal

L Wynants, B Van Calster, GS Collins, RD Riley… - bmj, 2020 - bmj.com
Objective To review and appraise the validity and usefulness of published and preprint
reports of prediction models for prognosis of patients with covid-19, and for detecting people …

Development and validation of a prognostic COVID-19 severity assessment (COSA) score and machine learning models for patient triage at a tertiary hospital

V Schöning, E Liakoni, C Baumgartner… - Journal of translational …, 2021 - Springer
Background Clinical risk scores and machine learning models based on routine laboratory
values could assist in automated early identification of severe acute respiratory syndrome …

The clinical course of COVID-19 in the outpatient setting: a prospective cohort study

PW Blair, DM Brown, M Jang, AAR Antar… - Open forum …, 2021 - academic.oup.com
Background Outpatient coronavirus disease 2019 (COVID-19) has been insufficiently
characterized. To determine the progression of disease and determinants of hospitalization …

Implementation and use of mHealth home telemonitoring in adults with acute COVID-19 infection: a scoping review protocol

N Dauletbaev, S Kuhn, S Holtz, S Waldmann… - BMJ open, 2021 - bmjopen.bmj.com
Introduction mHealth refers to digital technologies that, via smartphones, mobile apps and
specialised digital sensors, yield real-time assessments of patient's health status. In the …

Domain shifts in machine learning based Covid-19 diagnosis from blood tests

T Roland, C Böck, T Tschoellitsch, A Maletzky… - Journal of Medical …, 2022 - Springer
Many previous studies claim to have developed machine learning models that diagnose
COVID-19 from blood tests. However, we hypothesize that changes in the underlying …

Patient-specific COVID-19 resource utilization prediction using fusion AI model

A Tariq, LA Celi, JM Newsome, S Purkayastha… - NPJ digital …, 2021 - nature.com
The strain on healthcare resources brought forth by the recent COVID-19 pandemic has
highlighted the need for efficient resource planning and allocation through the prediction of …

Biological aging predicts vulnerability to COVID-19 severity in UK Biobank participants

CL Kuo, LC Pilling, JL Atkins, JAH Masoli… - The Journals of …, 2021 - academic.oup.com
Background Age and disease prevalence are the 2 biggest risk factors for Coronavirus
disease 2019 (COVID-19) symptom severity and death. We therefore hypothesized that …

COVID-19 hospitalizations in five California hospitals: a retrospective cohort study

M Nuño, Y García, G Rajasekar, D Pinheiro… - BMC infectious …, 2021 - Springer
Background The novel coronavirus pandemic has had a differential impact on communities
of color across the US. The University of California hospital system serves a large population …

Development of a Risk Score for AKI onset in COVID-19 Patients: COV-AKI Score

H Palomba, D Cubos, F Bozza, FG Zampieri… - BMC nephrology, 2023 - Springer
Abstract Purpose Acute Kidney Injury (AKI) in COVID-19 patients is associated with
increased morbidity and mortality. In the present study, we aimed to develop a prognostic …

Baseline electrolyte disorders predict disease severity and mortality in patients with COVID-19

NT Hoca, BM Berktaş - Medicine, 2022 - journals.lww.com
Distinguishing critical laboratory biomarkers for disease severity at the time of hospital
presentation is important for early identification of patients who are most likely to have poor …