Literature DB >> 33936481

User-Centered Design of a Machine Learning Intervention for Suicide Risk Prediction in a Military Setting.

Carrie Reale1, Laurie L Novak1, Katelyn Robinson1, Christopher L Simpson1, Jessica D Ribeiro2, Joseph C Franklin2, Michael Ripperger1, Colin G Walsh1.   

Abstract

Primary care represents a major opportunity for suicide prevention in the military. Significant advances have been made in using electronic health record data to predict suicide attempts in patient populations. With a user-centered design approach, we are developing an intervention that uses predictive analytics to inform care teams about their patients' risk of suicide attempt. We present our experience working with clinicians and staff in a military primary care setting to create preliminary designs and a context-specific usability testing plan for the deployment of the suicide risk indicator. ©2020 AMIA - All rights reserved.

Entities:  

Year:  2021        PMID: 33936481      PMCID: PMC8075431     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  18 in total

1.  Predicting Suicide Attempts and Suicide Deaths Following Outpatient Visits Using Electronic Health Records.

Authors:  Gregory E Simon; Eric Johnson; Jean M Lawrence; Rebecca C Rossom; Brian Ahmedani; Frances L Lynch; Arne Beck; Beth Waitzfelder; Rebecca Ziebell; Robert B Penfold; Susan M Shortreed
Journal:  Am J Psychiatry       Date:  2018-05-24       Impact factor: 18.112

2.  Health care contacts in the year before suicide death.

Authors:  Brian K Ahmedani; Gregory E Simon; Christine Stewart; Arne Beck; Beth E Waitzfelder; Rebecca Rossom; Frances Lynch; Ashli Owen-Smith; Enid M Hunkeler; Ursula Whiteside; Belinda H Operskalski; M Justin Coffey; Leif I Solberg
Journal:  J Gen Intern Med       Date:  2014-02-25       Impact factor: 5.128

Review 3.  Risk factors for suicidal thoughts and behaviors: A meta-analysis of 50 years of research.

Authors:  Joseph C Franklin; Jessica D Ribeiro; Kathryn R Fox; Kate H Bentley; Evan M Kleiman; Xieyining Huang; Katherine M Musacchio; Adam C Jaroszewski; Bernard P Chang; Matthew K Nock
Journal:  Psychol Bull       Date:  2016-11-14       Impact factor: 17.737

4.  Clinical Decision Support in the Era of Artificial Intelligence.

Authors:  Edward H Shortliffe; Martin J Sepúlveda
Journal:  JAMA       Date:  2018-12-04       Impact factor: 56.272

5.  Monitoring suicidal patients in primary care using electronic health records.

Authors:  Heather D Anderson; Wilson D Pace; Elias Brandt; Rodney D Nielsen; Richard R Allen; Anne M Libby; David R West; Robert J Valuck
Journal:  J Am Board Fam Med       Date:  2015 Jan-Feb       Impact factor: 2.657

6.  Electronic Health Record Usability Issues and Potential Contribution to Patient Harm.

Authors:  Jessica L Howe; Katharine T Adams; A Zachary Hettinger; Raj M Ratwani
Journal:  JAMA       Date:  2018-03-27       Impact factor: 56.272

7.  Suicide risk assessment and content of VA health care contacts before suicide completion by veterans in Oregon.

Authors:  Lauren M Denneson; Chandra Basham; Kathryn C Dickinson; Megan C Crutchfield; Lisa Millet; Xun Shen; Steven K Dobscha
Journal:  Psychiatr Serv       Date:  2010-12       Impact factor: 3.084

8.  Prediction Models for Suicide Attempts and Deaths: A Systematic Review and Simulation.

Authors:  Bradley E Belsher; Derek J Smolenski; Larry D Pruitt; Nigel E Bush; Erin H Beech; Don E Workman; Rebecca L Morgan; Daniel P Evatt; Jennifer Tucker; Nancy A Skopp
Journal:  JAMA Psychiatry       Date:  2019-06-01       Impact factor: 21.596

9.  Primary care contact prior to suicide in individuals with mental illness.

Authors:  Anna Pearson; Pooja Saini; Damian Da Cruz; Caroline Miles; David While; Nicola Swinson; Alyson Williams; Jenny Shaw; Louis Appleby; Navneet Kapur
Journal:  Br J Gen Pract       Date:  2009-11       Impact factor: 5.386

10.  Stigma, biomarkers, and algorithmic bias: recommendations for precision behavioral health with artificial intelligence.

Authors:  Colin G Walsh; Beenish Chaudhry; Prerna Dua; Kenneth W Goodman; Bonnie Kaplan; Ramakanth Kavuluru; Anthony Solomonides; Vignesh Subbian
Journal:  JAMIA Open       Date:  2020-01-22
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  3 in total

1.  Trust in AI: why we should be designing for APPROPRIATE reliance.

Authors:  Natalie C Benda; Laurie L Novak; Carrie Reale; Jessica S Ancker
Journal:  J Am Med Inform Assoc       Date:  2021-12-28       Impact factor: 4.497

Review 2.  Risky business: a scoping review for communicating results of predictive models between providers and patients.

Authors:  Colin G Walsh; Mollie M McKillop; Patricia Lee; Joyce W Harris; Christopher Simpson; Laurie Lovett Novak
Journal:  JAMIA Open       Date:  2021-11-12

3.  Evaluating the heterogeneous effect of a modifiable risk factor on suicide: The case of vitamin D deficiency.

Authors:  Jose R Zubizarreta; John C Umhau; Patricia A Deuster; Lisa A Brenner; Andrew J King; Maria V Petukhova; Nancy A Sampson; Boris Tizenberg; Sanjaya K Upadhyaya; Jill A RachBeisel; Elizabeth A Streeten; Ronald C Kessler; Teodor T Postolache
Journal:  Int J Methods Psychiatr Res       Date:  2021-11-05       Impact factor: 4.035

  3 in total

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