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

3 de septiembre de 2026 actualizado por: 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.

Descripción general del estudio

Descripción detallada

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.

Tipo de estudio

Intervencionista

Inscripción (Estimado)

44

Fase

  • No aplica

Contactos y Ubicaciones

Esta sección proporciona los datos de contacto de quienes realizan el estudio e información sobre dónde se lleva a cabo este estudio.

Estudio Contacto

  • Nombre: Choi Fung Mabel LAM
  • Número de teléfono: 39176694
  • Correo electrónico: lamcfm@hku.hk

Criterios de participación

Los investigadores buscan personas que se ajusten a una determinada descripción, denominada criterio de elegibilidad. Algunos ejemplos de estos criterios son el estado de salud general de una persona o tratamientos previos.

Criterio de elegibilidad

Edades elegibles para estudiar

  • Adulto
  • Adulto Mayor

Acepta Voluntarios Saludables

Sí

Descripción

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.

Plan de estudios

Esta sección proporciona detalles del plan de estudio, incluido cómo está diseñado el estudio y qué mide el estudio.

¿Cómo está diseñado el estudio?

Detalles de diseño

  • Propósito principal: Otro
  • Asignación: Aleatorizado
  • Modelo Intervencionista: Asignación paralela
  • Enmascaramiento: Ninguno (etiqueta abierta)

Armas e Intervenciones

Grupo de participantes/brazo
Intervención / Tratamiento
Experimental: Brazo 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.
Otro: 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.

¿Qué mide el estudio?

Medidas de resultado primarias

Medida de resultado
Medida Descripción
Periodo de tiempo
Preparedness for Clinical Practicum
Periodo de tiempo: 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
Periodo de tiempo: 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)

Medidas de resultado secundarias

Medida de resultado
Medida Descripción
Periodo de tiempo
Perceived Stress
Periodo de tiempo: 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)

Colaboradores e Investigadores

Aquí es donde encontrará personas y organizaciones involucradas en este estudio.

Fechas de registro del estudio

Estas fechas rastrean el progreso del registro del estudio y los envíos de resultados resumidos a ClinicalTrials.gov. Los registros del estudio y los resultados informados son revisados ​​por la Biblioteca Nacional de Medicina (NLM) para asegurarse de que cumplan con los estándares de control de calidad específicos antes de publicarlos en el sitio web público.

Fechas importantes del estudio

Inicio del estudio (Estimado)

28 de septiembre de 2026

Finalización primaria (Estimado)

31 de agosto de 2027

Finalización del estudio (Estimado)

31 de marzo de 2028

Fechas de registro del estudio

Enviado por primera vez

3 de septiembre de 2026

Primero enviado que cumplió con los criterios de control de calidad

3 de septiembre de 2026

Publicado por primera vez (Actual)

10 de septiembre de 2026

Actualizaciones de registros de estudio

Última actualización publicada (Actual)

10 de septiembre de 2026

Última actualización enviada que cumplió con los criterios de control de calidad

3 de septiembre de 2026

Última verificación

1 de septiembre de 2026

Más información

Términos relacionados con este estudio

Plan de datos de participantes individuales (IPD)

¿Planea compartir datos de participantes individuales (IPD)?

INDECISO

Información sobre medicamentos y dispositivos, documentos del estudio

Estudia un producto farmacéutico regulado por la FDA de EE. UU.

No

Estudia un producto de dispositivo regulado por la FDA de EE. UU.

No

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