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

Depression and Mood Disorders; Suicide Prevention (1508) Clinical Information and Decision Making (1628) New Methods (1027) Methods and Feasibility Studies (395) Decision Support for Health Professionals (1328) Electronic Health Records (1168) Diagnostic Tools in Mental Health (278) Machine Learning (1710) Special Issue on Computing and Mental Health (2018) (33)

Published on in Vol 5, No 2 (2018): Apr-Jun

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/10144, first published .
Using Neural Networks with Routine Health Records to Identify Suicide Risk: Feasibility Study

Using Neural Networks with Routine Health Records to Identify Suicide Risk: Feasibility Study

Using Neural Networks with Routine Health Records to Identify Suicide Risk: Feasibility Study

Authors of this article:

Marcos DelPozo-Banos1 Author Orcid Image ;   Ann John1 Author Orcid Image ;   Nicolai Petkov2 Author Orcid Image ;   Damon Mark Berridge1 Author Orcid Image ;   Kate Southern3 Author Orcid Image ;   Keith LLoyd1 Author Orcid Image ;   Caroline Jones4 Author Orcid Image ;   Sarah Spencer5 Author Orcid Image ;   Carlos Manuel Travieso6 Author Orcid Image
Article Authors Cited by (38) Tweetations (57) Metrics
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JMIR Publications JMIR Publications @jmirpub

JMIR Mental Health: Using Neural Networks with Routine #Health Records to Identify Suicide Risk: Feasibility Study… https://t.co/dtvi10jy2K

1:49 PM · Jun 22, 2018

0
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John Torous, MD MBI John Torous, MD MBI @JohnTorousMD

"Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicid… https://t.co/Kzl4XRD30H

3:18 PM · Jun 22, 2018

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@UCONNmHealth @UCONNmHealth @UCONNmhealth

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

3:28 PM · Jun 22, 2018

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Emre Sezgin, PhD Emre Sezgin, PhD @Emre_szg

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

3:58 PM · Jun 22, 2018

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Cynthia Joyce Cynthia Joyce @CjoyceMQF

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

3:58 PM · Jun 22, 2018

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Optomize Optomize @OptomizeLtd

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

4:14 PM · Jun 22, 2018

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George Nitzburg PhD George Nitzburg PhD @tech_shrink

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

4:32 PM · Jun 22, 2018

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AnnJohn AnnJohn @ProfAnnJohn

Our new paper using #NeuralNetworks and routine health records for suicide prevention- feasibility study. Potential… https://t.co/ifcFOUlzq1

4:46 PM · Jun 22, 2018

14
6
John Torous, MD MBI John Torous, MD MBI @JohnTorousMD

RT @ProfAnnJohn: Our new paper using #NeuralNetworks and routine health records for suicide prevention- feasibility study. Potential use ex…

4:47 PM · Jun 22, 2018

14
6
George Nitzburg PhD George Nitzburg PhD @tech_shrink

RT @ProfAnnJohn: Our new paper using #NeuralNetworks and routine health records for suicide prevention- feasibility study. Potential use ex…

5:16 PM · Jun 22, 2018

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Rajesh Mohan????--PPE for FRONTLINE-- Rajesh Mohan????--PPE for FRONTLINE-- @raj_psyc

RT @ProfAnnJohn: Our new paper using #NeuralNetworks and routine health records for suicide prevention- feasibility study. Potential use ex…

6:19 PM · Jun 22, 2018

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Brittany Sigler, MPH Brittany Sigler, MPH @brittsigler

We know suicide rates are on the rise. Great example of using new tools to curb this #epidemic. #mentalhealth IS… https://t.co/8WbH1vLkJb

6:24 PM · Jun 22, 2018

13
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Alys Cole-King #BLM Alys Cole-King #BLM @AlysColeKing

RT @ProfAnnJohn: Our new paper using #NeuralNetworks and routine health records for suicide prevention- feasibility study. Potential use ex…

6:33 PM · Jun 22, 2018

14
6
JMIR Publications JMIR Publications @jmirpub

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

6:36 PM · Jun 22, 2018

27
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John Torous, MD MBI John Torous, MD MBI @JohnTorousMD

RT @brittsigler: We know suicide rates are on the rise. Great example of using new tools to curb this #epidemic. #mentalhealth IS #health h…

6:47 PM · Jun 22, 2018

13
11
Solome Tibebu Solome Tibebu @SolomeTibebu

RT @brittsigler: We know suicide rates are on the rise. Great example of using new tools to curb this #epidemic. #mentalhealth IS #health h…

6:48 PM · Jun 22, 2018

13
11
Dr. Ian Dawe Dr. Ian Dawe @DrIanDawe

RT @brittsigler: We know suicide rates are on the rise. Great example of using new tools to curb this #epidemic. #mentalhealth IS #health h…

6:55 PM · Jun 22, 2018

13
11
Vanessa Mason Vanessa Mason @vanessamason

RT @brittsigler: We know suicide rates are on the rise. Great example of using new tools to curb this #epidemic. #mentalhealth IS #health h…

7:17 PM · Jun 22, 2018

13
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Dr Katerina Kavalidou Dr Katerina Kavalidou @KKavalidou

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

7:20 PM · Jun 22, 2018

27
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Megan Ranney MD MPH ???? Megan Ranney MD MPH ???? @meganranney

Using Neural Networks with Routine Health Records to Identify #Suicide Risk: Feasibility Study https://t.co/VPhtsZYHnG

7:30 PM · Jun 22, 2018

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0
Pavan Choksi Pavan Choksi @PavanChoksi

RT @brittsigler: We know suicide rates are on the rise. Great example of using new tools to curb this #epidemic. #mentalhealth IS #health h…

7:30 PM · Jun 22, 2018

13
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Dr S Markham Dr S Markham @DrSMarkham

Identification of #SuicideRisk via Application of Artificial Neural Networks to Electronic Health Records… https://t.co/qmr7hxP6c7

7:38 PM · Jun 22, 2018

3
2
John Torous, MD MBI John Torous, MD MBI @JohnTorousMD

RT @DrSMarkham: Identification of #SuicideRisk via Application of Artificial Neural Networks to Electronic Health Records @ProfAnnJohn #Su…

8:37 PM · Jun 22, 2018

3
2
Cynthia Joyce Cynthia Joyce @CjoyceMQF

RT @ProfAnnJohn: Our new paper using #NeuralNetworks and routine health records for suicide prevention- feasibility study. Potential use ex…

9:48 PM · Jun 22, 2018

14
6
AnnJohn AnnJohn @ProfAnnJohn

RT @DrSMarkham: Identification of #SuicideRisk via Application of Artificial Neural Networks to Electronic Health Records @ProfAnnJohn #Su…

10:01 PM · Jun 22, 2018

3
2
Muthukrishnan Muthukrishnan @sabaribaba

RT @ProfAnnJohn: Our new paper using #NeuralNetworks and routine health records for suicide prevention- feasibility study. Potential use ex…

10:09 PM · Jun 22, 2018

14
6
Lauren P Lauren P @lornyelle

RT @brittsigler: We know suicide rates are on the rise. Great example of using new tools to curb this #epidemic. #mentalhealth IS #health h…

11:08 PM · Jun 22, 2018

13
11
James Walters James Walters @drjameswalters

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

11:33 PM · Jun 22, 2018

27
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laureen macneil laureen macneil @LaureenMacneil

RT @brittsigler: We know suicide rates are on the rise. Great example of using new tools to curb this #epidemic. #mentalhealth IS #health h…

12:39 AM · Jun 23, 2018

13
11
Physical-Mental Health Manchester Physical-Mental Health Manchester @PhysMentManc

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

1:23 AM · Jun 23, 2018

27
17
JMIR Publications JMIR Publications @jmirpub

RT @brittsigler: We know suicide rates are on the rise. Great example of using new tools to curb this #epidemic. #mentalhealth IS #health h…

5:39 AM · Jun 23, 2018

13
11
Mary Beth Schoening Mary Beth Schoening @mbschoening

Interesting! Study w/EHR records to ID #suicide risk. @jedfoundation @cherylholt #zerosuicide @bhinnov @samaritans… https://t.co/kI7rveaDoZ

10:17 AM · Jun 23, 2018

10
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Howard Liu, MD MBA Howard Liu, MD MBA @DrHowardLiu

RT @mbschoening: Interesting! Study w/EHR records to ID #suicide risk. @jedfoundation @cherylholt #zerosuicide @bhinnov @samaritans @Crisi…

10:57 AM · Jun 23, 2018

10
8
Howard Liu, MD MBA Howard Liu, MD MBA @DrHowardLiu

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

10:57 AM · Jun 23, 2018

27
17
Natalie Truesdell Natalie Truesdell @natmactrue

RT @mbschoening: Interesting! Study w/EHR records to ID #suicide risk. @jedfoundation @cherylholt #zerosuicide @bhinnov @samaritans @Crisi…

11:43 AM · Jun 23, 2018

10
8
Ian McPherson Ian McPherson @mcpherson_ian

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

11:44 AM · Jun 23, 2018

27
17
Don Campbell born at 312 ppm Don Campbell born at 312 ppm @dcam31

RT @mbschoening: Interesting! Study w/EHR records to ID #suicide risk. @jedfoundation @cherylholt #zerosuicide @bhinnov @samaritans @Crisi…

11:48 AM · Jun 23, 2018

10
8
Lisa Gualtieri Lisa Gualtieri @lisagualtieri

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

12:29 PM · Jun 23, 2018

27
17
Joseph Harrison Joseph Harrison @josephdharrison

RT @brittsigler: We know suicide rates are on the rise. Great example of using new tools to curb this #epidemic. #mentalhealth IS #health h…

1:24 PM · Jun 23, 2018

13
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Lee Becker Lee Becker @LeeBeckerDC

Great to see more work in this area. Proud of @VeteransHealth programs #ReachVet and #STORM using data science to p… https://t.co/qMXKTjivSP

1:37 PM · Jun 23, 2018

2
0
James C.Coyne James C.Coyne @CoyneoftheRealm

Exciting but not ready for dissemination: "Best system attained a mean error rate of 26.78% (SD 1.46; 64.57% of sen… https://t.co/ivpenABg2z

2:01 PM · Jun 23, 2018

0
2
Peter . p chop l Peter . p chop l @PchopL

RT @brittsigler: We know suicide rates are on the rise. Great example of using new tools to curb this #epidemic. #mentalhealth IS #health h…

3:18 PM · Jun 23, 2018

13
11
ch ch @cherylholt

RT @mbschoening: Interesting! Study w/EHR records to ID #suicide risk. @jedfoundation @cherylholt #zerosuicide @bhinnov @samaritans @Crisi…

5:17 PM · Jun 23, 2018

10
8
APEC Mental Health APEC Mental Health @APEC_MHHub

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

5:34 PM · Jun 23, 2018

27
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Bryann B. DeBeer PhD Bryann B. DeBeer PhD @BryannDeBeer

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

6:28 PM · Jun 23, 2018

27
17
Philippe Courtet Philippe Courtet @Phcourtet

RT @CoyneoftheRealm: Exciting but not ready for dissemination: "Best system attained a mean error rate of 26.78% (SD 1.46; 64.57% of sensit…

7:57 PM · Jun 23, 2018

0
2
Melanie Lybarger Melanie Lybarger @MelanieLybarger

RT @mbschoening: Interesting! Study w/EHR records to ID #suicide risk. @jedfoundation @cherylholt #zerosuicide @bhinnov @samaritans @Crisi…

11:23 PM · Jun 23, 2018

10
8
AnnJohn AnnJohn @ProfAnnJohn

RT @mbschoening: Interesting! Study w/EHR records to ID #suicide risk. @jedfoundation @cherylholt #zerosuicide @bhinnov @samaritans @Crisi…

11:25 PM · Jun 23, 2018

10
8
Nick Mark MD Nick Mark MD @nickmmark

RT @mbschoening: Interesting! Study w/EHR records to ID #suicide risk. @jedfoundation @cherylholt #zerosuicide @bhinnov @samaritans @Crisi…

12:58 AM · Jun 24, 2018

10
8
Shelley Schwarz Shelley Schwarz @GammaBetaRho

RT @mbschoening: Interesting! Study w/EHR records to ID #suicide risk. @jedfoundation @cherylholt #zerosuicide @bhinnov @samaritans @Crisi…

3:08 AM · Jun 24, 2018

10
8
James C.Coyne James C.Coyne @CoyneoftheRealm

RT @CoyneoftheRealm: Exciting but not ready for dissemination: "Best system attained a mean error rate of 26.78% (SD 1.46; 64.57% of sensit…

5:17 AM · Jun 24, 2018

0
2
Eduardo Castro Eduardo Castro @EAC_64

Can electronic health records assist in identifying those at high risk of suicide ? #Mentalhealth https://t.co/rckjJqDOUs

2:34 PM · Jun 24, 2018

0
3
Murray Pam Murray Pam @Pammerhockey

RT @EAC_64: Can electronic health records assist in identifying those at high risk of suicide ? #Mentalhealth https://t.co/rckjJqDOUs

3:07 PM · Jun 24, 2018

0
3
Dr. Ian Dawe Dr. Ian Dawe @DrIanDawe

RT @EAC_64: Can electronic health records assist in identifying those at high risk of suicide ? #Mentalhealth https://t.co/rckjJqDOUs

7:00 PM · Jun 24, 2018

0
3
Michele Sparling ???????? ON, NS, CB Michele Sparling ???????? ON, NS, CB @HRisInnovative

RT @EAC_64: Can electronic health records assist in identifying those at high risk of suicide ? #Mentalhealth https://t.co/rckjJqDOUs

8:04 PM · Jun 24, 2018

0
3
Neranga Liyanaarachchige Neranga Liyanaarachchige @neranga129

RT @brittsigler: We know suicide rates are on the rise. Great example of using new tools to curb this #epidemic. #mentalhealth IS #health h…

5:57 AM · Jun 26, 2018

13
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MyndBlue.ai MyndBlue.ai @MyndBlueMedTech

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

11:21 AM · Jun 30, 2018

27
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Digital MentalHealth Digital MentalHealth @c4dmh

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

11:34 PM · Jul 10, 2018

27
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Dr. Benjamin W. Nelson Dr. Benjamin W. Nelson @benjaminwnelson

RT @JohnTorousMD: "Using #NeuralNetworks with Routine Health Records to Identify #Suicide Risk: Feasibility Study" with n=2604 suicide case…

9:31 PM · Jul 16, 2018

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AnnJohn AnnJohn @ProfAnnJohn

Early days for suicide prevention, AI and routine data....but there is potential.... https://t.co/3RfA2gGDfW https://t.co/4O8yTAfvtl

7:05 PM · Aug 24, 2018

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Chris O'Sullivan (he/him) Chris O'Sullivan (he/him) @mentalcapital

RT @ProfAnnJohn: Early days for suicide prevention, AI and routine data....but there is potential.... https://t.co/3RfA2gGDfW https://t.co/…

8:01 PM · Aug 24, 2018

20
8
Cynthia Joyce Cynthia Joyce @CjoyceMQF

RT @ProfAnnJohn: Early days for suicide prevention, AI and routine data....but there is potential.... https://t.co/3RfA2gGDfW https://t.co/…

10:22 PM · Aug 24, 2018

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Samuel Miller Samuel Miller @Hephaestus7

JMH-Using Neural Networks with Routine Health Records to Identify Suicide Risk: Feasibility Study | DelPozo-Banos |… https://t.co/Fmo96bYo7n

3:06 AM · Aug 25, 2018

0
0
Alys Cole-King #BLM Alys Cole-King #BLM @AlysColeKing

RT @ProfAnnJohn: Early days for suicide prevention, AI and routine data....but there is potential.... https://t.co/3RfA2gGDfW https://t.co/…

5:22 PM · Aug 25, 2018

20
8
a76r a76r @a76r

RT @ProfAnnJohn: Early days for suicide prevention, AI and routine data....but there is potential.... https://t.co/3RfA2gGDfW https://t.co/…

5:24 PM · Aug 25, 2018

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john williams john williams @wi_john

RT @ProfAnnJohn: Early days for suicide prevention, AI and routine data....but there is potential.... https://t.co/3RfA2gGDfW https://t.co/…

5:25 PM · Aug 25, 2018

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Jane Boland Jane Boland @JE_Boland

RT @ProfAnnJohn: Early days for suicide prevention, AI and routine data....but there is potential.... https://t.co/3RfA2gGDfW https://t.co/…

7:10 PM · Aug 25, 2018

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8
clare bullen clare bullen @clarebullen1

RT @ProfAnnJohn: Early days for suicide prevention, AI and routine data....but there is potential.... https://t.co/3RfA2gGDfW https://t.co/…

10:22 PM · Aug 25, 2018

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8
Muthukrishnan Muthukrishnan @sabaribaba

RT @ProfAnnJohn: Early days for suicide prevention, AI and routine data....but there is potential.... https://t.co/3RfA2gGDfW https://t.co/…

6:58 AM · Aug 26, 2018

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Eclecticity Eclecticity @twistopherrobin

"Performance obtained with a basic ANN... supports the hypothesis of the possibility of building a tool capable of… https://t.co/qw5s8pTrIX

8:37 PM · Dec 22, 2018

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