Literature DB >> 35007871

Data mining-based clinical profiles of substance use-related emergency department utilizers.

Kristina Monti1, Keren Bachi2, Madeline Gray3, Vibhor Mahajan4, Gabrielle Sweeney3, Anna M Oprescu5, Kevin G Munjal6, Yasmin L Hurd7, Sabina Lim8.   

Abstract

OBJECTIVE: Substance-use is a prevalent presentation to the emergency department (ED); however, the clinical characterization of patients who are treated and discharged without admission for further treatment is under-investigated. The study aims to define and characterize the clinical profiles of this patient population.
METHODS: Patients' presentations were examined by clinical data mining (chart review) of ED records of substance use-related events of individuals discharged without admission for further treatment. Records (N = 199) from three major hospitals in New York City from March and June 2017 were randomly sampled with primary diagnosis of alcohol, opioid-related and other psychoactive substance-use presentations. Qualitative thematic coding of clinical presentation with inter-rater reliability was performed. Quantitative distinctive validity tested independence through Pearson's chi-squared and analysis of variance using Fisher's F-test.
RESULTS: Six distinct clinical profiles were identified, including, High Utilizers (chronically intoxicated with comorbid health conditions) (36.7%), Single Episode (20.1%), Service Request (14.1%), Altered Mental Status (13.6%), Overdose (9.0%), and Withdrawal (7.5%). The profiles differed (p < 0.05) in age, housing status, payor, mode of arrival, referral source, index visit time, prescribed treatment, triage acuity level, psychiatric history, and medical history. Differences (p < 0.05) between groups across clinical profiles in age and pain level at triage were observed.
CONCLUSIONS: The identified clinical profiles represent the broad spectrum and complex nature of substance use-related ED utilization, highlighting critical factors of psychosocial and mental-health comorbidities. These findings provide a preliminary foundation to support person-centered interventions to decrease substance use-related ED utilization and to increase engagement/linkage of patients to addiction treatment.
Copyright © 2022 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Clinical data mining; Clinical profiles; Emergency department; High utilizers; Mixed methods research; Substance use

Mesh:

Year:  2021        PMID: 35007871      PMCID: PMC8844240          DOI: 10.1016/j.ajem.2021.12.059

Source DB:  PubMed          Journal:  Am J Emerg Med        ISSN: 0735-6757            Impact factor:   2.469


  20 in total

Review 1.  Qualitative research in health care. Analysing qualitative data.

Authors:  C Pope; S Ziebland; N Mays
Journal:  BMJ       Date:  2000-01-08

2.  Caregivers and professionals partnership caregiver resource center: assessing a hospital support program for family caregivers.

Authors:  Judith Dobrof; Helene Ebenstein; Sarah-Jane Dodd; Irwin Epstein
Journal:  J Palliat Med       Date:  2006-02       Impact factor: 2.947

3.  Health-related material needs and substance use among emergency department patients.

Authors:  Evan Gerber; Lillian Gelberg; John Rotrosen; Donna Castelblanco; Tod Mijanovich; Kelly M Doran
Journal:  Subst Abus       Date:  2019-08-01       Impact factor: 3.716

Review 4.  Effectiveness of Interventions to Decrease Emergency Department Visits by Adult Frequent Users: A Systematic Review.

Authors:  Jessica Moe; Scott W Kirkland; Erin Rawe; Maria B Ospina; Ben Vandermeer; Sandy Campbell; Brian H Rowe
Journal:  Acad Emerg Med       Date:  2017-01       Impact factor: 3.451

5.  Health Care Hotspotting - A Randomized, Controlled Trial.

Authors:  Amy Finkelstein; Annetta Zhou; Sarah Taubman; Joseph Doyle
Journal:  N Engl J Med       Date:  2020-01-09       Impact factor: 91.245

6.  Local Health Department Activities to Reduce Emergency Department Visits for Substance Use Disorders.

Authors:  Priscilla Novak; Robin Bloodworth; Kerry Green; Jie Chen
Journal:  J Healthc Qual       Date:  2019 May/Jun       Impact factor: 1.095

7.  Emergency department-initiated buprenorphine/naloxone treatment for opioid dependence: a randomized clinical trial.

Authors:  Gail D'Onofrio; Patrick G O'Connor; Michael V Pantalon; Marek C Chawarski; Susan H Busch; Patricia H Owens; Steven L Bernstein; David A Fiellin
Journal:  JAMA       Date:  2015-04-28       Impact factor: 56.272

8.  Emergency Department Utilization for Substance Use-Related Disorders and Assessment of Treatment Facilities in New York State, 2011-2013.

Authors:  Rajvi J Wani; Jennifer P Wisdom; Fernando A Wilson
Journal:  Subst Use Misuse       Date:  2018-10-31       Impact factor: 2.164

9.  Resource consumption of multi-substance users in the emergency room: A neglected patient group.

Authors:  Laurence Klenk; Christina von Rütte; Jonathan F Henssler; Thomas C Sauter; Wolf E Hautz; Aristomenis K Exadaktylos; Martin Müller
Journal:  PLoS One       Date:  2019-09-26       Impact factor: 3.240

Review 10.  Emergency department screening and interventions for substance use disorders.

Authors:  Kathryn Hawk; Gail D'Onofrio
Journal:  Addict Sci Clin Pract       Date:  2018-08-06
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