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

3 september 2026 uppdaterad av: 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.

Studieöversikt

Detaljerad beskrivning

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.

Studietyp

Interventionell

Inskrivning (Beräknad)

44

Fas

  • Inte tillämpbar

Kontakter och platser

Det här avsnittet innehåller kontaktuppgifter för dem som genomför studien och information om var denna studie genomförs.

Studiekontakt

  • Namn: Choi Fung Mabel LAM
  • Telefonnummer: 39176694
  • E-post: lamcfm@hku.hk

Deltagandekriterier

Forskare letar efter personer som passar en viss beskrivning, så kallade behörighetskriterier. Några exempel på dessa kriterier är en persons allmänna hälsotillstånd eller tidigare behandlingar.

Urvalskriterier

Åldrar som är berättigade till studier

  • Vuxen
  • Äldre vuxen

Tar emot friska volontärer

Ja

Beskrivning

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.

Studieplan

Det här avsnittet ger detaljer om studieplanen, inklusive hur studien är utformad och vad studien mäter.

Hur är studien utformad?

Designdetaljer

  • Primärt syfte: Övrig
  • Tilldelning: Randomiserad
  • Interventionsmodell: Parallellt uppdrag
  • Maskning: Ingen (Open Label)

Vapen och interventioner

Deltagargrupp / Arm
Intervention / Behandling
Experimentell: 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.
Övrig: 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.

Vad mäter studien?

Primära resultatmått

Resultatmått
Åtgärdsbeskrivning
Tidsram
Preparedness for Clinical Practicum
Tidsram: 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
Tidsram: 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)

Sekundära resultatmått

Resultatmått
Åtgärdsbeskrivning
Tidsram
Perceived Stress
Tidsram: 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)

Samarbetspartners och utredare

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Studieavstämningsdatum

Dessa datum spårar framstegen för inlämningar av studieposter och sammanfattande resultat till ClinicalTrials.gov. Studieposter och rapporterade resultat granskas av National Library of Medicine (NLM) för att säkerställa att de uppfyller specifika kvalitetskontrollstandarder innan de publiceras på den offentliga webbplatsen.

Studera stora datum

Studiestart (Beräknad)

28 september 2026

Primärt slutförande (Beräknad)

31 augusti 2027

Avslutad studie (Beräknad)

31 mars 2028

Studieregistreringsdatum

Först inskickad

3 september 2026

Först inskickad som uppfyllde QC-kriterierna

3 september 2026

Första postat (Faktisk)

10 september 2026

Uppdateringar av studier

Senaste uppdatering publicerad (Faktisk)

10 september 2026

Senaste inskickade uppdateringen som uppfyllde QC-kriterierna

3 september 2026

Senast verifierad

1 september 2026

Mer information

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