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Effect of GenAI Patient Simulation on Clinical Preparedness and Clinical Competence in Nursing Students

3 september 2026 bijgewerkt door: The University of Hong Kong

Effectiveness of Generative Artificial Intelligence (GenAI) Patient Simulation on Preparedness for Clinical Practicum and Clinical Competence Among Undergraduate Nursing Students: A Waitlist Randomized Controlled Trial and Mixed-methods Study

The transition from theoretical knowledge to clinical practice is a critical and challenging phase for nursing students. Limited opportunities for scenario-based learning before an clinical practicum impacts students' preparedness for practice and clinical competence. Consequently, this lack of preparation directly fuels stress, creating a a negative feedback loop where this stress inhibits cognitive processing and effective learning. Generative artificial intelligence (GenAI) has emerged as a novel educational technology capable of providing interactive, flexible, and learner-centred simulation experiences.

This waitlist randomised controlled trial aims to examine the effectiveness of incorporating the GenAI patient simulation in preparing the undergraduate nursing students for clinical practicum and enhancing the clinical competence compared to the current practice. Hypotheses of this study include:

  1. Participants using the GenAI patient simulation will report higher preparedness for the first acute clinical practicum (CP) and higher clinical competence scores compared to the usual practice group at all time points.
  2. The frequency of using the GenAI patient simulation will be positively correlated with preparedness for the CP and clinical competence.
  3. Participants using the GenAI patient simulation will report lower perceived stress before and during the CP compared to the usual practice group.
  4. The frequency of using of the GenAI patient simulation will negatively correlate with the levels of perceived stress before and during the CP.

Studie Overzicht

Gedetailleerde beschrijving

Clinical practicum represents a critical transition point in undergraduate nursing education. Although pre-practicum workshops are commonly provided, students continue to experience difficulties in applying theoretical knowledge during the clinical practicum in acute care settings. A substantial gap often exists between the workshop and the start of clinical practicum, during which opportunities for ongoing learning, reinforcement of knowledge, and practice through virtual clinical scenarios are limited. GenAI patient simulation provide additional opportunities for experiential learning, deliberate practice, and self-directed preparation before clinical exposure.

The intervention of this study is a GenAI Patient Simulation Platform.

Participants in the intervention group will receive the pre-practicum workshop as usual followed by a two-phase GenAI patient simulation intervention:

Phase 1 - a 2-hour facilitated face-to-face simulation exercise session using the scenarios in the GenAI platform.

Phase 2 - a self-initiated, wall-free GenAI patient simulation scenario package. Participants is allowed to access the platform and do the exercises before and during clinical practicum.

Participants in the waitlist control group will receive the same intervention after completion of the study.

A total of forty-four undergraduate nursing students will be recruited and randomly assigned to intervention group and waitlist control group with 1:1 allocation ratio. Participants will be fully informed about the interventions, benefits and risks of the study. Participation is entirely voluntary, and individuals may withdraw at any time without penalty.

Baseline data will be collected before randomisation (T0). All participants will complete the questionnaires immediately after Phase 1 (T1), 2 weeks prior to the clinical practicum (T2), and within 1 week after completion of the clinical practicum (T3). Participants in the intervention group will be invited to join a semi-structured interview by the end of the study.

Studietype

Ingrijpend

Inschrijving (Geschat)

44

Fase

  • Niet toepasbaar

Contacten en locaties

In dit gedeelte vindt u de contactgegevens van degenen die het onderzoek uitvoeren en informatie over waar dit onderzoek wordt uitgevoerd.

Studiecontact

  • Naam: Choi Fung Mabel LAM
  • Telefoonnummer: 39176694
  • E-mail: lamcfm@hku.hk

Deelname Criteria

Onderzoekers zoeken naar mensen die aan een bepaalde beschrijving voldoen, de zogenaamde geschiktheidscriteria. Enkele voorbeelden van deze criteria zijn iemands algemene gezondheidstoestand of eerdere behandelingen.

Geschiktheidscriteria

Leeftijden die in aanmerking komen voor studie

  • Volwassen
  • Oudere volwassene

Accepteert gezonde vrijwilligers

Ja

Beschrijving

Inclusion Criteria:

Year 3 nursing students of a 5-year full-time Bachelor in Nursing programme,

  • of any nationality including non-local and non-Chinese students, and
  • able to read and understand English, and
  • completed the introduction of clinical nursing practicum in year 2, and
  • scheduled to undertake their first acute clinical practicum within the same academic year.

Exclusion Criteria:

Year 3 nursing students of a 5-year full-time Bachelor in Nursing programme, who will not have their first acute clinical practicum within that academic year.

Studie plan

Dit gedeelte bevat details van het studieplan, inclusief hoe de studie is opgezet en wat de studie meet.

Hoe is de studie opgezet?

Ontwerpdetails

  • Primair doel: Ander
  • Toewijzing: Gerandomiseerd
  • Interventioneel model: Parallelle opdracht
  • Masker: Geen (open label)

Wapens en interventies

Deelnemersgroep / Arm
Interventie / Behandeling
Experimenteel: Arm 1

The intervention is a two-phase GenAI patient simulation platform.

Phase 1 - a 2-hour facilitated face-to-face simulation exercise session using the scenarios in the GenAI platform.

Phase 2 - a self-initiated, wall-free GenAI patient simulation scenario package. Participants is allowed to access the platform and do the exercises before and during clinical practicum.

Same intervention after completion of the study.
Ander: Arm 2
Waitlist control

The intervention is a two-phase GenAI patient simulation platform.

Phase 1 - a 2-hour facilitated face-to-face simulation exercise session using the scenarios in the GenAI platform.

Phase 2 - a self-initiated, wall-free GenAI patient simulation scenario package. Participants is allowed to access the platform and do the exercises before and during clinical practicum.

Same intervention after completion of the study.

Wat meet het onderzoek?

Primaire uitkomstmaten

Uitkomstmaat
Maatregel Beschrijving
Tijdsspanne
Preparedness for Clinical Practicum
Tijdsspanne: Baseline (T0), immediate after Phase 1 (T1), 2 weeks prior to the clinical practicum (T2), and within 1 week after completion of the clinical practicum (T3)
Preparedness for clinical practicum will be measured using the Casey-Fink Readiness for Practice Survey (CF-RPS), consists of 15 items in three domains: clinical problem solving (6 items), learning activities (5 items), and practice readiness (4 items).
Baseline (T0), immediate after Phase 1 (T1), 2 weeks prior to the clinical practicum (T2), and within 1 week after completion of the clinical practicum (T3)
Clinical Competence
Tijdsspanne: Baseline (T0), immediate after Phase 1 (T1), 2 weeks prior to the clinical practicum (T2), and within 1 week after completion of the clinical practicum (T3)
Measured by the Clinical Competency Questionnaire (CCQ), consists of 47 items divided into four domains: nursing professional behaviour, general performance, core nursing skills and advanced nursing skills.
Baseline (T0), immediate after Phase 1 (T1), 2 weeks prior to the clinical practicum (T2), and within 1 week after completion of the clinical practicum (T3)

Secundaire uitkomstmaten

Uitkomstmaat
Maatregel Beschrijving
Tijdsspanne
Perceived Stress
Tijdsspanne: Baseline (T0), immediate after Phase 1 (T1), 2 weeks prior to the clinical practicum (T2), and within 1 week after completion of the clinical practicum (T3)
Measured by the Perceived Stress Scale (PSS-10).
Baseline (T0), immediate after Phase 1 (T1), 2 weeks prior to the clinical practicum (T2), and within 1 week after completion of the clinical practicum (T3)

Medewerkers en onderzoekers

Hier vindt u mensen en organisaties die betrokken zijn bij dit onderzoek.

Studie record data

Deze datums volgen de voortgang van het onderzoeksdossier en de samenvatting van de ingediende resultaten bij ClinicalTrials.gov. Studieverslagen en gerapporteerde resultaten worden beoordeeld door de National Library of Medicine (NLM) om er zeker van te zijn dat ze voldoen aan specifieke kwaliteitscontrolenormen voordat ze op de openbare website worden geplaatst.

Bestudeer belangrijke data

Studie start (Geschat)

28 september 2026

Primaire voltooiing (Geschat)

31 augustus 2027

Studie voltooiing (Geschat)

31 maart 2028

Studieregistratiedata

Eerst ingediend

3 september 2026

Eerst ingediend dat voldeed aan de QC-criteria

3 september 2026

Eerst geplaatst (Werkelijk)

10 september 2026

Updates van studierecords

Laatste update geplaatst (Werkelijk)

10 september 2026

Laatste update ingediend die voldeed aan QC-criteria

3 september 2026

Laatst geverifieerd

1 september 2026

Meer informatie

Termen gerelateerd aan deze studie

Plan Individuele Deelnemersgegevens (IPD)

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Bestudeert een door de Amerikaanse FDA gereguleerd geneesmiddel

Nee

Bestudeert een door de Amerikaanse FDA gereguleerd apparaatproduct

Nee

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