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Artificial Intelligence Powered Digital Education Based on the Neuman Systems Model for Breast Cancer Patients Receiving Radiotherap

11 de junio de 2026 actualizado por: Kübra TEMÜR, Ataturk University

The Effect of Artificial Intelligence-Powered Digital Education Based on the Neuman Systems Model on Radiodermatitis Severity and Quality of Life in Breast Cancer Patients

The purpose of this clinical trial is to evaluate the effect of an artificial intelligence-supported digital education program developed based on the Neuman Systems Model on radiodermatitis severity and quality of life in women with breast cancer receiving radiotherapy.

The intervention was developed based on the Neuman Systems Model, which served as the theoretical framework of the study. Educational content was structured according to the principles of the model and was designed to strengthen patients' flexible lines of defense, support resistance resources, facilitate adaptation to radiotherapy-related stressors, and promote system stability through primary, secondary, and tertiary prevention strategies.

The study aims to answer the following questions:

  • Is a Neuman Systems Model-based AI-supported digital education program effective in reducing the severity of radiotherapy-induced radiodermatitis?
  • Is a Neuman Systems Model-based AI-supported digital education program effective in improving quality of life among women receiving radiotherapy for breast cancer? Participants assigned to the intervention group will be provided with access to the AI-supported digital education program developed in accordance with the Neuman Systems Model, whereas participants assigned to the control group will receive standard care. Differences between the groups with respect to radiodermatitis severity and quality of life outcomes will be evaluated.

Participants will complete a Patient Information Form to collect sociodemographic and clinical characteristics prior to the initiation of radiotherapy. Radiodermatitis severity will be assessed using the Radiation Therapy Oncology Group (RTOG) Acute Radiation Dermatitis Scale, and quality of life will be evaluated using the European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire-Core 30 (EORTC QLQ-C30) and the breast cancer-specific module (EORTC QLQ-BR23). Following these assessments, participants will be randomly allocated to either the intervention group or the control group. Radiodermatitis severity will be evaluated weekly throughout the radiotherapy period using the RTOG scale and reassessed two weeks after completion of radiotherapy. Quality of life will be evaluated before radiotherapy and reassessed two weeks after completion of radiotherapy using the EORTC QLQ-C30 and EORTC QLQ-BR23 questionnaires. Participants assigned to the intervention group will be provided with access to an AI-supported digital education platform incorporating educational modules, personalized educational recommendations, reminder notifications, and motivational messages. In addition, system usability will be evaluated at the end of the intervention period using the System Usability Scale (SUS).

Descripción general del estudio

Tipo de estudio

Intervencionista

Inscripción (Estimado)

38

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

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

No

Descripción

Inclusion Criteria:

  • Women aged 18 years or older diagnosed with primary breast cancer who have completed surgical treatment and are scheduled to receive adjuvant radiotherapy.
  • Patients who will receive radiotherapy for the first time.
  • Patients whose general health condition is suitable for participation in the study and follow-up assessments.
  • Patients who are able to read, understand, and communicate in Turkish.
  • Patients who have access to the internet and are able to use a smartphone, tablet, or computer to access the digital education program.
  • Patients who voluntarily agree to participate in the study and provide written informed consent.

Exclusion Criteria:

  • Previous radiotherapy to the same treatment area.
  • Presence of an active infection, open wound, or severe dermatological disease within the radiation treatment field.
  • History of a chronic skin condition that may affect radiation-induced skin reactions.
  • Cognitive or psychiatric conditions that may prevent participants from following the educational program or complying with the study procedures and data collection process.

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: Prevención
  • Asignación: Aleatorizado
  • Modelo Intervencionista: Asignación paralela
  • Enmascaramiento: Único

Armas e Intervenciones

Grupo de participantes/brazo
Intervención / Tratamiento
Experimental: Intervention Group
Participants will receive access to an artificial intelligence-supported digital education program based on the Neuman Systems Model. Educational modules include radiotherapy information, recognition of radiodermatitis symptoms, preventive skin care practices, symptom management, psychological adaptation, and post-treatment care.
Participants assigned to the intervention group will receive access to an artificial intelligence-supported digital education program developed based on the Neuman Systems Model. The program consists of seven educational modules covering the radiotherapy process, recognition of early signs of radiodermatitis, preventive skin care practices, symptom management, psychological adaptation, social support, and post-treatment care. The system will analyze user engagement data, including platform usage frequency, module completion, viewing duration, and interaction patterns, to provide personalized educational recommendations. In addition, reminder notifications and motivational messages will be delivered to encourage adherence to the educational program and enhance participant engagement. Participants will have access to the digital education platform throughout the radiotherapy treatment period.
Otro: Control Group
Participants will receive routine nursing care and standard patient education provided in the clinical setting.
Participants will receive routine nursing care and standard patient education provided in the radiotherapy clinic. Standard care includes verbal information and counseling regarding the radiotherapy process, skin care recommendations, symptom monitoring, and routine clinical follow-up.

¿Qué mide el estudio?

Medidas de resultado primarias

Medida de resultado
Medida Descripción
Periodo de tiempo
Radiodermatitis Severity (Radiation Therapy Oncology Group Skin Toxicity Scale)
Periodo de tiempo: Weekly during radiotherapy (5 weeks) and 2 weeks after completion of radiotherapy.
Radiodermatitis severity will be assessed using the Radiation Therapy Oncology Group (RTOG) Skin Toxicity Scale. The scale classifies acute radiation-induced skin reactions from Grade 0 (no skin reaction) to Grade 4 (ulceration, necrosis, or severe skin toxicity). Higher scores indicate more severe skin toxicity. Assessments will be performed weekly during radiotherapy and two weeks after completion of treatment by a trained clinical healthcare professional blinded to group allocation.
Weekly during radiotherapy (5 weeks) and 2 weeks after completion of radiotherapy.

Medidas de resultado secundarias

Medida de resultado
Medida Descripción
Periodo de tiempo
European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire-BR23
Periodo de tiempo: Baseline and 2 weeks after completion of radiotherapy.

The Breast Cancer module is a supplementary questionnaire module to be employed in conjunction with the European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire- C30. European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire - Breast Cancer Module- BR23 incorporates five multi-item scales to assess body image, sexual functioning, systemic therapy side effects, breast symptoms, and arm symptoms. In addition, single items assess sexual enjoyment, future perspective and being upset by hair loss.

The scoring approach for Breast Cancer Module is identical in principle to that for the function and symptom scales / single items of the QLQ-C30.

All of the scales and single-item measures range in score from 0 to 100. A high score for the functional scales represents a high/healthy level of functioning, whilst a high score for the symptom scales represents a high level of symptomatology or problems

Baseline and 2 weeks after completion of radiotherapy.

Colaboradores e Investigadores

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

Patrocinador

Publicaciones y enlaces útiles

La persona responsable de ingresar información sobre el estudio proporciona voluntariamente estas publicaciones. Estos pueden ser sobre cualquier cosa relacionada con el estudio.

Publicaciones Generales

  • Mohamed, M., Khalaf, S., Khalaf, F., Mohamed, S. Education Program to Promote Skin Integrity and Reduce Pain for Patients Receiving External Beam Radiotherapy. Assiut Scientific Nursing Journal, 2022; 10(28): 191-199. DOI: 10.21608/ASNJ.2022.104791.1260

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)

1 de agosto de 2026

Finalización primaria (Estimado)

1 de junio de 2027

Finalización del estudio (Estimado)

1 de julio de 2027

Fechas de registro del estudio

Enviado por primera vez

3 de junio de 2026

Primero enviado que cumplió con los criterios de control de calidad

11 de junio de 2026

Publicado por primera vez (Actual)

16 de junio de 2026

Actualizaciones de registros de estudio

Última actualización publicada (Actual)

16 de junio de 2026

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

11 de junio de 2026

Última verificación

1 de junio de 2026

Más información

Términos relacionados con este estudio

Plan de datos de participantes individuales (IPD)

¿Planea compartir datos de participantes individuales (IPD)?

NO

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

Esta información se obtuvo directamente del sitio web clinicaltrials.gov sin cambios. Si tiene alguna solicitud para cambiar, eliminar o actualizar los detalles de su estudio, comuníquese con register@clinicaltrials.gov. Tan pronto como se implemente un cambio en clinicaltrials.gov, también se actualizará automáticamente en nuestro sitio web. .

Ensayos clínicos sobre Cáncer de mama

Ensayos clínicos sobre Neuman-Based AI-Supported Digital Education Program

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