Evidence map›Paper›PMID 39239987›Full record

ArticleJMIR formative research2024

Harnessing Innovative Technologies to Train Nurses in Suicide Safety Planning With Hospital Patients: Formative Acceptability Evaluation of an eLearning Continuing Education Training.

Doyanne Darnell, Andria Pierson, Michael J Tanana, Shannon Dorsey, Edwin D Boudreaux, Patricia A Areán, Katherine Anne Comtois

Abstract read
In one paragraph

Article in JMIR formative research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. A Framework for Automation in Psychotherapy.Current directions in psychological science · 2025
    Article
  2. 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

7 authors.

Doyanne DarnellDepartment of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID 0000-0002-0309-8774
Andria PiersonDepartment of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID 0009-0009-2893-3279
Michael J TananaLyss.io, Seattle, WA, United States.ORCID 0000-0003-4347-6757
Shannon DorseyDepartment of Psychology, University of Washington, Seattle, WA, United States.ORCID 0000-0001-6240-0294
Edwin D BoudreauxDepartment of Emergency Medicine, University of Massachusetts Chan Medical School, Worcester, MA, United States.ORCID 0000-0002-3223-6371
Patricia A AreánDepartment of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID 0000-0001-5971-6319
Katherine Anne ComtoisDepartment of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.ORCID 0000-0003-0398-4108

Funding

Technologic Innovation to Enhance the Scalability and Sustainability of Trauma Center Provider Training in Suicide Safety PlanningK23MH118361 · NIMH · UNIVERSITY OF WASHINGTON · PI DARNELL, DOYANNE ASPEN · 2019 to 2022
$599k
NIMH NIH HHS K23 MH118361
6 · The paper itself

Abstract

backgroundSuicide is the 12th leading cause of death in the United States. Health care provider training is a top research priority identified by the National Action Alliance for Suicide Prevention; however, evidence-based approaches that target skill building are resource intensive and difficult to implement. Novel computer technologies harnessing artificial intelligence are now available, which hold promise for increasing the feasibility of providing trainees opportunities across a range of continuing education contexts to engage in skills practice with constructive feedback on performance.

objectiveThis pilot study aims to evaluate the feasibility and acceptability of an eLearning training in suicide safety planning among nurses serving patients admitted to a US level 1 trauma center for acute or intensive care. The training included a didactic portion with demonstration, practice of microcounseling skills with a web-based virtual patient (Client Bot Emily), role-play with a patient actor, and automated coding and feedback on general counseling skills based on the role-play via a web-based platform (Lyssn Advisor). Secondarily, we examined learning outcomes of knowledge, confidence, and skills in suicide safety planning descriptively.

methodsAcute and intensive care nurses were recruited between November 1, 2021, and May 31, 2022, to participate in a formative evaluation using pretraining, posttraining, and 6-month follow-up surveys, as well as observation of the nurses' performance in delivering suicide safety planning via standardized patient role-plays over 6 months and rated using the Safety Plan Intervention Rating Scale. Nurses completed the System Usability Scale after interacting with Client Bot Emily and reviewing general counseling scores based on their role-play via Lyssn Advisor.

resultsA total of 18 nurses participated in the study; the majority identified as female (n=17, 94%) and White (n=13, 72%). Of the 17 nurses who started the training, 82% (n=14) completed it. On average, the System Usability Scale score for Client Bot Emily was 70.3 (SD 19.7) and for Lyssn Advisor was 65.4 (SD 16.3). On average, nurses endorsed a good bit of knowledge (mean 3.1, SD 0.5) and confidence (mean 2.9, SD 0.5) after the training. After completing the training, none of the nurses scored above the expert-derived cutoff for proficiency on the Safety Plan Intervention Rating Scale (≥14); however, on average, nurses were above the cutoffs for general counseling skills per Lyssn Advisor (empathy: mean 4.1, SD 0.6; collaboration: mean 3.6, SD 0.7).

conclusionsFindings suggest the completion of the training activities and use of novel technologies within this context are feasible. Technologic modifications may enhance the training acceptability and utility, such as increasing the virtual patient conversational abilities and adding automated coding capability for specific suicide safety planning skills. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): RR2-10.2196/33695.

Indexed as

Education, Nursing, ContinuingSuicide PreventionAdultClinical CompetenceFemaleHumansMaleMiddle AgedNursing Staff, HospitalPilot ProjectsacceptabilityAIartificial intelligenceeducation traininge-learningeLearningfeasibilityfidelityhospitalinnovativemicrocounseling skillsnursepilot studyqualityquality assessmentrole-playsafety planningsuicidesuicide preventiontask-shiftingtrainingUnited Statesvirtual patientweb-based

Identifiers

PMID39239987
PMCPMC11415721

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.