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

Laure Wynants; Ben Van Calster; Gary S Collins; Richard D Riley; Georg Heinze; Ewoud Schuit; Marc M J Bonten; Darren L Dahly; Johanna A A Damen; Thomas P A Debray; Valentijn M T de Jong; Maarten De Vos; Paul Dhiman; Maria C Haller; Michael O Harhay; Liesbet Henckaerts; Pauline Heus; Michael Kammer; Nina Kreuzberger; Anna Lohmann; Kim Luijken; Jie Ma; Glen P Martin; David J McLernon; Constanza L Andaur; Johannes B Reitsma; Jamie C Sergeant; Chunhu Shi; Nicole Skoetz; Luc J M Smits; Kym I E Snell; Matthew Sperrin; René Spijker; Ewout W Steyerberg; Toshihiko Takada; Ioanna Tzoulaki; Sander M J van Kuijk; Bas van Bussel; Florien S van Royen; Jan Y Verbakel; Christine Wallisch; Jack Wilkinson; Robert Wolff; Lotty Hooft; Karel G M Moons; Maarten van Smeden

doi:10.1136/bmj.m1328

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

Laure Wynants^*, Ben Van Calster, Gary S Collins, Richard D Riley, Georg Heinze, Ewoud Schuit, Marc M J Bonten, Darren L Dahly, Johanna A A Damen, Thomas P A Debray, Valentijn M T de Jong, Maarten De Vos, Paul Dhiman, Maria C Haller, Michael O Harhay, Liesbet Henckaerts, Pauline Heus, Michael Kammer, Nina Kreuzberger, Anna LohmannKim Luijken, Jie Ma, Glen P Martin, David J McLernon, Constanza L Andaur, Johannes B Reitsma, Jamie C Sergeant, Chunhu Shi, Nicole Skoetz, Luc J M Smits, Kym I E Snell, Matthew Sperrin, René Spijker, Ewout W Steyerberg, Toshihiko Takada, Ioanna Tzoulaki, Sander M J van Kuijk, Bas van Bussel, Florien S van Royen, Jan Y Verbakel, Christine Wallisch, Jack Wilkinson, Robert Wolff, Lotty Hooft, Karel G M Moons, Maarten van Smeden

^*Corresponding author for this work

Research output: Contribution to journal › Review article › Academic › peer-review

903 Citations (Web of Science)

Original language	English
Article number	m1328
Number of pages	11
Journal	BMJ (e)
Volume	369
DOIs	https://doi.org/10.1136/bmj.m1328
Publication status	Published - 7 Apr 2020

Keywords

COVID-19
Coronavirus
Coronavirus Infections/diagnosis
Disease Progression
Hospitalization/statistics & numerical data
Humans
Models, Theoretical
Multivariate Analysis
Pandemics
Pneumonia, Viral/diagnosis
Prognosis

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Wynants, L., Van Calster, B., Collins, G. S., Riley, R. D., Heinze, G., Schuit, E., Bonten, M. M. J., Dahly, D. L., Damen, J. A. A., Debray, T. P. A., de Jong, V. M. T., De Vos, M., Dhiman, P., Haller, M. C., Harhay, M. O., Henckaerts, L., Heus, P., Kammer, M., Kreuzberger, N., ... van Smeden, M. (2020). Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal. BMJ (e), 369, [m1328]. https://doi.org/10.1136/bmj.m1328

Wynants, Laure ; Van Calster, Ben ; Collins, Gary S ; Riley, Richard D ; Heinze, Georg ; Schuit, Ewoud ; Bonten, Marc M J ; Dahly, Darren L ; Damen, Johanna A A ; Debray, Thomas P A ; de Jong, Valentijn M T ; De Vos, Maarten ; Dhiman, Paul ; Haller, Maria C ; Harhay, Michael O ; Henckaerts, Liesbet ; Heus, Pauline ; Kammer, Michael ; Kreuzberger, Nina ; Lohmann, Anna ; Luijken, Kim ; Ma, Jie ; Martin, Glen P ; McLernon, David J ; Andaur, Constanza L ; Reitsma, Johannes B ; Sergeant, Jamie C ; Shi, Chunhu ; Skoetz, Nicole ; Smits, Luc J M ; Snell, Kym I E ; Sperrin, Matthew ; Spijker, René ; Steyerberg, Ewout W ; Takada, Toshihiko ; Tzoulaki, Ioanna ; van Kuijk, Sander M J ; van Bussel, Bas ; van Royen, Florien S ; Verbakel, Jan Y ; Wallisch, Christine ; Wilkinson, Jack ; Wolff, Robert ; Hooft, Lotty ; Moons, Karel G M ; van Smeden, Maarten. / Prediction models for diagnosis and prognosis of covid-19 : systematic review and critical appraisal. In: BMJ (e). 2020 ; Vol. 369.

@article{02de8bb31a9547dca7bb93545b1e789c,

title = "Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal",

keywords = "COVID-19, Coronavirus, Coronavirus Infections/diagnosis, Disease Progression, Hospitalization/statistics & numerical data, Humans, Models, Theoretical, Multivariate Analysis, Pandemics, Pneumonia, Viral/diagnosis, Prognosis",

author = "Laure Wynants and {Van Calster}, Ben and Collins, {Gary S} and Riley, {Richard D} and Georg Heinze and Ewoud Schuit and Bonten, {Marc M J} and Dahly, {Darren L} and Damen, {Johanna A A} and Debray, {Thomas P A} and {de Jong}, {Valentijn M T} and {De Vos}, Maarten and Paul Dhiman and Haller, {Maria C} and Harhay, {Michael O} and Liesbet Henckaerts and Pauline Heus and Michael Kammer and Nina Kreuzberger and Anna Lohmann and Kim Luijken and Jie Ma and Martin, {Glen P} and McLernon, {David J} and Andaur, {Constanza L} and Reitsma, {Johannes B} and Sergeant, {Jamie C} and Chunhu Shi and Nicole Skoetz and Smits, {Luc J M} and Snell, {Kym I E} and Matthew Sperrin and Ren{\'e} Spijker and Steyerberg, {Ewout W} and Toshihiko Takada and Ioanna Tzoulaki and {van Kuijk}, {Sander M J} and {van Bussel}, Bas and {van Royen}, {Florien S} and Verbakel, {Jan Y} and Christine Wallisch and Jack Wilkinson and Robert Wolff and Lotty Hooft and Moons, {Karel G M} and {van Smeden}, Maarten",

year = "2020",

month = apr,

day = "7",

doi = "10.1136/bmj.m1328",

language = "English",

volume = "369",

journal = "BMJ (e)",

issn = "1756-1833",

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Wynants, L, Van Calster, B, Collins, GS, Riley, RD, Heinze, G, Schuit, E, Bonten, MMJ, Dahly, DL, Damen, JAA, Debray, TPA, de Jong, VMT, De Vos, M, Dhiman, P, Haller, MC, Harhay, MO, Henckaerts, L, Heus, P, Kammer, M, Kreuzberger, N, Lohmann, A, Luijken, K, Ma, J, Martin, GP, McLernon, DJ, Andaur, CL, Reitsma, JB, Sergeant, JC, Shi, C, Skoetz, N, Smits, LJM, Snell, KIE, Sperrin, M, Spijker, R, Steyerberg, EW, Takada, T, Tzoulaki, I, van Kuijk, SMJ , van Bussel, B, van Royen, FS, Verbakel, JY, Wallisch, C, Wilkinson, J, Wolff, R, Hooft, L, Moons, KGM & van Smeden, M 2020, 'Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal', BMJ (e), vol. 369, m1328. https://doi.org/10.1136/bmj.m1328

Prediction models for diagnosis and prognosis of covid-19 : systematic review and critical appraisal. / Wynants, Laure; Van Calster, Ben; Collins, Gary S; Riley, Richard D; Heinze, Georg; Schuit, Ewoud; Bonten, Marc M J; Dahly, Darren L; Damen, Johanna A A; Debray, Thomas P A; de Jong, Valentijn M T; De Vos, Maarten; Dhiman, Paul; Haller, Maria C; Harhay, Michael O; Henckaerts, Liesbet; Heus, Pauline; Kammer, Michael; Kreuzberger, Nina; Lohmann, Anna; Luijken, Kim; Ma, Jie; Martin, Glen P; McLernon, David J; Andaur, Constanza L; Reitsma, Johannes B; Sergeant, Jamie C; Shi, Chunhu; Skoetz, Nicole; Smits, Luc J M; Snell, Kym I E; Sperrin, Matthew; Spijker, René; Steyerberg, Ewout W; Takada, Toshihiko; Tzoulaki, Ioanna; van Kuijk, Sander M J ; van Bussel, Bas; van Royen, Florien S; Verbakel, Jan Y; Wallisch, Christine; Wilkinson, Jack; Wolff, Robert; Hooft, Lotty; Moons, Karel G M; van Smeden, Maarten.

In: BMJ (e), Vol. 369, m1328, 07.04.2020.

Research output: Contribution to journal › Review article › Academic › peer-review

TY - JOUR

T1 - Prediction models for diagnosis and prognosis of covid-19

T2 - systematic review and critical appraisal

AU - Wynants, Laure

AU - Van Calster, Ben

AU - Collins, Gary S

AU - Riley, Richard D

AU - Heinze, Georg

AU - Schuit, Ewoud

AU - Bonten, Marc M J

AU - Dahly, Darren L

AU - Damen, Johanna A A

AU - Debray, Thomas P A

AU - de Jong, Valentijn M T

AU - De Vos, Maarten

AU - Dhiman, Paul

AU - Haller, Maria C

AU - Harhay, Michael O

AU - Henckaerts, Liesbet

AU - Heus, Pauline

AU - Kammer, Michael

AU - Kreuzberger, Nina

AU - Lohmann, Anna

AU - Luijken, Kim

AU - Ma, Jie

AU - Martin, Glen P

AU - McLernon, David J

AU - Andaur, Constanza L

AU - Reitsma, Johannes B

AU - Sergeant, Jamie C

AU - Shi, Chunhu

AU - Skoetz, Nicole

AU - Smits, Luc J M

AU - Snell, Kym I E

AU - Sperrin, Matthew

AU - Spijker, René

AU - Steyerberg, Ewout W

AU - Takada, Toshihiko

AU - Tzoulaki, Ioanna

AU - van Kuijk, Sander M J

AU - van Bussel, Bas

AU - van Royen, Florien S

AU - Verbakel, Jan Y

AU - Wallisch, Christine

AU - Wilkinson, Jack

AU - Wolff, Robert

AU - Hooft, Lotty

AU - Moons, Karel G M

AU - van Smeden, Maarten

PY - 2020/4/7

Y1 - 2020/4/7

KW - COVID-19

KW - Coronavirus

KW - Coronavirus Infections/diagnosis

KW - Disease Progression

KW - Hospitalization/statistics & numerical data

KW - Humans

KW - Models, Theoretical

KW - Multivariate Analysis

KW - Pandemics

KW - Pneumonia, Viral/diagnosis

KW - Prognosis

U2 - 10.1136/bmj.m1328

DO - 10.1136/bmj.m1328

M3 - Review article

C2 - 32265220

VL - 369

JO - BMJ (e)

JF - BMJ (e)

SN - 1756-1833

M1 - m1328

ER -