This paper is in the following e-collection/theme issue:

Telehealth and Telemonitoring (1895) Clinical Information and Decision Making (1674) Machine Learning (1757)

Published on in Vol 20, No 9 (2018): September

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/9227, first published .
Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Learning to Telemonitoring Data

Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Learning to Telemonitoring Data

Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Learning to Telemonitoring Data

Authors of this article:

Peter Orchard1 Author Orcid Image ;   Anna Agakova1 Author Orcid Image ;   Hilary Pinnock2 Author Orcid Image ;   Christopher David Burton3 Author Orcid Image ;   Christophe Sarran4 Author Orcid Image ;   Felix Agakov1 Author Orcid Image ;   Brian McKinstry2 Author Orcid Image
Article Authors Cited by (40) Tweetations (62) Metrics
All Time | Last Month | Last Six Months | Last Year
Sven Awege Sven Awege @SVENNIECO

Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine… https://t.co/2XgBYGrPNj

1:05 PM · Sep 21, 2018

0
0
fredbarney fredbarney @yabbadabbadoo99

Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine… https://t.co/5hoLoDiN0e

1:06 PM · Sep 21, 2018

0
0
JMIR Publications JMIR Publications @jmirpub

New in JMIR: Improving Prediction of Risk of #Hospital Admission in Chronic Obstructive Pulmonary #Disease: Applica… https://t.co/SDbZl513Dv

1:06 PM · Sep 21, 2018

0
1
Brian McKinstry Brian McKinstry @Brianmckinstry

Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.co/wqTxnG8Anr

1:10 PM · Sep 21, 2018

23
18
Primary Care Warwick Primary Care Warwick @UAPCWarwick

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

1:10 PM · Sep 21, 2018

23
18
Brian McKinstry Brian McKinstry @Brianmckinstry

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

1:11 PM · Sep 21, 2018

23
18
Thomas Round Thomas Round @drtomround

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

1:16 PM · Sep 21, 2018

23
18
Felix Agakov Felix Agakov @FerrumA

Our latest paper on using machine learning / AI for predictions of COPD admissions. https://t.co/v5rsdW58xh

1:26 PM · Sep 21, 2018

2
1
Felix Agakov Felix Agakov @FerrumA

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

1:26 PM · Sep 21, 2018

23
18
Global Health Observ Global Health Observ @GlobalPHObserv

RT @jmirpub: New in JMIR: Improving Prediction of Risk of #Hospital Admission in Chronic Obstructive Pulmonary #Disease: Application of Mac…

1:38 PM · Sep 21, 2018

0
1
Sue Scotland Sue Scotland @ScotlandSue

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

2:18 PM · Sep 21, 2018

23
18
Salvatore Pirri Salvatore Pirri @Pirri_Mayo

Application of #MachineLearning to Telemonitoring #Dataset ????.. Gran bel lavoro ! https://t.co/KqRrqAXQ3e

5:01 PM · Sep 21, 2018

0
0
Juan C Ivancevich MD Juan C Ivancevich MD @Aller_MD

Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine… https://t.co/OGlQWffwyw

7:00 PM · Sep 21, 2018

1
5
Interasma Interasma @Interasma

RT @Aller_MD: Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Learning…

7:51 PM · Sep 21, 2018

1
5
Fundación Libra Fundación Libra @FUNDACIONLIBRA

RT @Aller_MD: Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Learning…

7:52 PM · Sep 21, 2018

1
5
Language Language @languageML

RT @Aller_MD: Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Learning…

7:52 PM · Sep 21, 2018

1
5
ARIAguideline ARIAguideline @ARIAGuideline

RT @Aller_MD: Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Learning…

7:53 PM · Sep 21, 2018

1
5
SLaai SLaai @SocLatAlergia

RT @Aller_MD: Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Learning…

7:54 PM · Sep 21, 2018

1
5
Juan C Ivancevich MD Juan C Ivancevich MD @Aller_MD

Top story: JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Applic… https://t.co/dhlpb1RHZ3

10:48 PM · Sep 21, 2018

1
4
Angel Azpeitia Angel Azpeitia @AngelAzpeitia

JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Ma… https://t.co/uUwAloFd0D

11:18 PM · Sep 21, 2018

0
0
Heather Bain ???? Heather Bain ???? @HeatherBain9

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

7:44 AM · Sep 22, 2018

23
18
Donna Henderson ???????????????????????????? Donna Henderson ???????????????????????????? @DonnaTECScot

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

8:07 AM · Sep 22, 2018

23
18
SCIMP SCIMP @SCIMP_GP

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

8:10 AM · Sep 22, 2018

23
18
Margaret Whoriskey Margaret Whoriskey @mgtwhoriskey

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

8:28 AM · Sep 22, 2018

23
18
César Morcillo Serra César Morcillo Serra @cmorcilloserra

#MachineLearning applied to #telemonitoring datasets improve prediction of hospital admissions and decisions to sta… https://t.co/upEQJrBmwx

11:16 AM · Sep 22, 2018

5
2
Interasma Interasma @Interasma

RT @Aller_MD: Top story: JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of M…

11:44 AM · Sep 22, 2018

1
4
Fundación Libra Fundación Libra @FUNDACIONLIBRA

RT @Aller_MD: Top story: JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of M…

11:47 AM · Sep 22, 2018

1
4
ARIAguideline ARIAguideline @ARIAGuideline

RT @Aller_MD: Top story: JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of M…

12:15 PM · Sep 22, 2018

1
4
SLaai SLaai @SocLatAlergia

RT @Aller_MD: Top story: JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of M…

12:16 PM · Sep 22, 2018

1
4
Edinburgh Global eHealth Edinburgh Global eHealth @mscehealth

New paper on #AI for #COPD from our Telehealth course leader @Brianmckinstry https://t.co/c7kWDif1qV

12:51 PM · Sep 22, 2018

3
0
Tania Menéndez Hevia Tania Menéndez Hevia @taniahevia

RT @cmorcilloserra: #MachineLearning applied to #telemonitoring datasets improve prediction of hospital admissions and decisions to start a…

1:28 PM · Sep 22, 2018

5
2
María Marhuenda María Marhuenda @maria_marhuenda

RT @cmorcilloserra: #MachineLearning applied to #telemonitoring datasets improve prediction of hospital admissions and decisions to start a…

7:49 PM · Sep 22, 2018

5
2
Laura Dyane Halcrow Laura Dyane Halcrow @laura_dyane

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

8:10 PM · Sep 22, 2018

23
18
World Allergy Organization World Allergy Organization @worldallergy

Top story: JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Applic… https://t.co/QyNvDgJ8qa

7:43 AM · Sep 23, 2018

0
5
Juan C Ivancevich MD Juan C Ivancevich MD @Aller_MD

RT @worldallergy: Top story: JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application…

10:39 AM · Sep 23, 2018

0
5
Interasma Interasma @Interasma

RT @worldallergy: Top story: JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application…

10:41 AM · Sep 23, 2018

0
5
Fundación Libra Fundación Libra @FUNDACIONLIBRA

RT @worldallergy: Top story: JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application…

10:41 AM · Sep 23, 2018

0
5
ARIAguideline ARIAguideline @ARIAGuideline

RT @worldallergy: Top story: JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application…

10:42 AM · Sep 23, 2018

0
5
SLaai SLaai @SocLatAlergia

RT @worldallergy: Top story: JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application…

10:43 AM · Sep 23, 2018

0
5
Interasma Interasma @Interasma

Top story: JMIR-Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Applic… https://t.co/yMTpVaGip1

3:23 PM · Sep 23, 2018

1
0
Usher Institute Usher Institute @EdinUniUsher

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

2:20 PM · Sep 24, 2018

23
18
Andy Whittamore Andy Whittamore @76whit

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

2:36 PM · Sep 24, 2018

23
18
PMD Solutions PMD Solutions @PMD_Respiratory

Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine… https://t.co/f7CHPB2wpt

2:39 PM · Sep 24, 2018

1
3
COPD_research COPD_research @COPD_research

RT @PMD_Respiratory: Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Le…

2:44 PM · Sep 24, 2018

1
3
Dr Nazir Lone Dr Nazir Lone @ICULone

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

3:14 PM · Sep 24, 2018

23
18
JMIR Publications JMIR Publications @jmirpub

RT @PMD_Respiratory: Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Le…

12:42 AM · Sep 25, 2018

1
3
Stewart Mercer Stewart Mercer @Stewmercer

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

4:50 AM · Sep 25, 2018

23
18
Foston Europe Foston Europe @FostonEU

RT @PMD_Respiratory: Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Le…

7:29 AM · Sep 25, 2018

1
3
NB NB @NessaTECScot

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

9:24 AM · Sep 25, 2018

23
18
Morag Morag @MoragHearty

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

12:54 PM · Sep 25, 2018

23
18
Michelle Brogan Michelle Brogan @michelle_dhi

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

3:44 PM · Sep 25, 2018

23
18
Med2Meds Med2Meds @Med2Meds

Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine… https://t.co/OCk8QblMbt

7:27 PM · Sep 26, 2018

0
0
Dr Susannah Mclean Dr Susannah Mclean @DrSusMclean

RT @Brianmckinstry: Our latest paper. Using AI to improve the prediction of serious COPD exacerbations @EdinUniUsher @pharmatics https://t.…

3:26 PM · Sep 30, 2018

23
18
X.M. Meijome #Sentidiño!! X.M. Meijome #Sentidiño!! @EnferEvidente

Mejorando la predicción de ingreso hospitalario en pacientes EPOC aplicando aprendizaje automatico a datos de telem… https://t.co/c9Nj6oRRRI

8:40 AM · Oct 01, 2018

5
3
Jose Mª Cepeda Jose Mª Cepeda @ChemaCepeda

RT @EnferEvidente: Mejorando la predicción de ingreso hospitalario en pacientes EPOC aplicando aprendizaje automatico a datos de telemonito…

10:27 AM · Oct 01, 2018

5
3
JFMA JFMA @it_snoteasy2Bme

RT @EnferEvidente: Mejorando la predicción de ingreso hospitalario en pacientes EPOC aplicando aprendizaje automatico a datos de telemonito…

11:21 AM · Oct 01, 2018

5
3
F. Javier Rascón | #HumanismoDigital F. Javier Rascón | #HumanismoDigital @fjrascon

RT @EnferEvidente: Mejorando la predicción de ingreso hospitalario en pacientes EPOC aplicando aprendizaje automatico a datos de telemonito…

2:15 PM · Oct 01, 2018

5
3
Nacho Vallejo #cambiahospital Nacho Vallejo #cambiahospital @ivmaroto_nacho

Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine… https://t.co/5A8X9yjnaV

3:03 PM · Oct 01, 2018

3
4
Fundación Signo Fundación Signo @fundacionsigno

RT @ivmaroto_nacho: Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Lea…

3:29 PM · Oct 01, 2018

3
4
Carlos Garcia Carlos Garcia @carlosfargc

RT @ivmaroto_nacho: Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Lea…

3:30 PM · Oct 01, 2018

3
4
Mar Fernandez Nieto Mar Fernandez Nieto @MarFdezNieto

RT @ivmaroto_nacho: Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Lea…

4:46 AM · Oct 02, 2018

3
4
JARiescoMiranda JARiescoMiranda @DrRiesco

RT @ivmaroto_nacho: Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease: Application of Machine Lea…

5:56 AM · Oct 02, 2018

3
4
Clinical Respiratory News Clinical Respiratory News @CResnews

Improving Prediction of Risk of Hospital Admission in Chronic Obstructive Pulmonary Disease #COPD: Application of M… https://t.co/SMARK2i80R

2:55 PM · Oct 19, 2018

0
0
Pauline Waugh Pauline Waugh @cheynegang_COPD

RT @FerrumA: Our latest paper on using machine learning / AI for predictions of COPD admissions. https://t.co/v5rsdW58xh

7:49 AM · Jun 15, 2019

2
1