Evidence map›Paper›PMID 37023415›Full record

ArticleJMIR mental health2023

Technology Implementation for Mental Health End Users: A Model to Guide Digital Transformation for Inpatient Mental Health Professionals.

Jessa Lin Westheimer, Nidal Moukaddam, Jan A Lindsay, Ashutosh Sabharwal, Bijan Najafi, Peter A Iacobelli, Robert J Boland, Michelle A Patriquin

Abstract read
In one paragraph

Article in JMIR mental health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

8 citing papers in PubMed.

  1. Trial
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. E-Mental Health Interventions in Inpatient Care: Scoping Review.Journal of medical Internet research · 2025
    Article
  8. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Jessa Lin WestheimerResearch Department, The Menninger Clinic, Houston, TX, United States.ORCID https://orcid.org/0000-0002-5697-5806
Nidal Moukaddam *Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, United States.ORCID https://orcid.org/0000-0002-4433-9546
Jan A LindsayDepartment of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, United States.ORCID https://orcid.org/0000-0002-2853-0113
Ashutosh SabharwalDepartment of Electrical and Computer Engineering, Rice University, Houston, TX, United States.ORCID https://orcid.org/0000-0003-1898-5787
Bijan NajafiMichael E DeBakey Department of Surgery, Baylor College of Medicine, Houston, TX, United States.ORCID https://orcid.org/0000-0002-0320-8101
Peter A IacobelliResearch Department, The Menninger Clinic, Houston, TX, United States.ORCID https://orcid.org/0000-0002-3148-0962
Robert J BolandDepartment of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, United States.ORCID https://orcid.org/0000-0002-2166-2332
Michelle A PatriquinResearch Department, The Menninger Clinic, Houston, TX, United States.ORCID https://orcid.org/0000-0002-1910-6724

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Digital transformation is the adoption of digital technologies by an entity in an effort to increase operational efficiency. In mental health care, digital transformation entails technology implementation to improve the quality of care and mental health outcomes. Most psychiatric hospitals rely heavily on "high-touch" interventions or those that require in-person, face-to-face interaction with the patient. Those that are exploring digital mental health care interventions, particularly for outpatient care, often copiously commit to the "high-tech" model, losing the crucial human element. The process of digital transformation, especially within acute psychiatric treatment settings, is in its infancy. Existing implementation models outline the development of patient-facing treatment interventions within the primary care system; however, to our knowledge, there is no proposed or established model for implementing a new provider-facing ministration tool within an acute inpatient psychiatric setting. Solving the complex challenges within mental health care demands that new mental health technology is developed in concert with a use protocol by and for the inpatient mental health professional (IMHP; the end user), allowing the "high-touch" to inform the "high-tech" and vice versa. Therefore, in this viewpoint article, we propose the Technology Implementation for Mental-Health End-Users framework, which outlines the process for developing a prototype of an IMHP-facing digital intervention tool in parallel with a protocol for the IMHP end user to deliver the intervention. By balancing the design of the digital mental health care intervention tool with IMHP end user resource development, we can significantly improve mental health outcomes and pioneer digital transformation nationwide.

Indexed as

digital transformationimplementationimplementation scienceinnovationmental healthtechnology implementationuser acceptabilityuser-centered designwearables

Identifiers

PMID37023415
PMCPMC10131709

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.