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Artificial Intelligence-Supported Nursing Program for Sleep Quality in People With an Ostomy (AI-MNI)
The Effect of an Artificial Intelligence-Supported Multimodal Nursing Intervention on Sleep Quality in Individuals With an Ostomy: A Randomized Controlled Trial
Individuals living with an intestinal or urinary stoma frequently report disturbed sleep. Night-time pouch filling and leakage, odour and gas concerns, restricted sleeping positions, peristomal skin problems and the need for night-time pouch emptying interrupt sleep, while anxiety, depressive symptoms, altered body image and social withdrawal add to this burden. Poor sleep in this population has been associated with reduced quality of life and impaired daytime functioning; however, most of the available evidence is cross-sectional and based exclusively on self-reported measures. Nursing interventions that specifically target sleep in people with a stoma are few, generally consist of a single component, and have rarely been tested in randomised designs or alongside objective sleep measurement.
This trial evaluates an Artificial Intelligence-Supported Multimodal Nursing Intervention (AI-MNI) developed to improve sleep quality in adults living with a stoma. The intervention was designed in line with the Medical Research Council framework for complex interventions and is delivered over four weeks through the institutional web-based learning management system. It comprises five structured modules: stoma care and night-time comfort; sleep hygiene and night routine; psychological wellbeing and relaxation techniques; body image, self-esteem and sexual health; and physical activity and daily energy management. Each module combines written material, video, visual guides, checklists and short knowledge checks. A rule-based chatbot embedded in the platform supports participants by prioritising content, suggesting review of relevant material and responding to questions within a pre-approved educational content set; it does not provide diagnosis, treatment advice or clinical decision support. All content was evaluated for content validity by an expert panel before implementation.
The study is a two-arm, parallel-group randomised controlled trial conducted in the stomatherapy unit of a university hospital. Forty-two adults (21 per group) with a colostomy, ileostomy or urostomy of at least three months' duration and a Pittsburgh Sleep Quality Index (PSQI) global score greater than 5 will be allocated in a 1:1 ratio using permuted block randomisation with variable block sizes, stratified by sex and stoma type. Allocation is concealed through a central, password-protected web-based system, and statistical analyses are performed by a statistician blinded to group codes. The intervention group receives AI-MNI in addition to standard care; the control group receives standard care alone and is offered access to the programme after the final assessment (delayed-access design). Assessments are conducted at baseline (T0), at the first month (T1) and at the third month (T2). The primary outcome is the change in PSQI global score from baseline to the first month, with the third-month assessment used to examine whether any improvement is maintained. Secondary outcomes are objective sleep parameters (total sleep time, sleep efficiency, sleep stage indicators and sleep onset latency) recorded with a consumer wrist-worn device on three consecutive nights at each assessment point, and stoma-specific quality of life. Module completion, session duration and level of interaction are reported as process outcomes. Analyses follow the intention-to-treat principle and are based primarily on linear mixed-effects models.
Studie Overzicht
Toestand
Conditie
Interventie / Behandeling
Studietype
Inschrijving (Geschat)
Fase
- Niet toepasbaar
Contacten en locaties
Studiecontact
- Naam: Havanur Kılıç, RN, MSc
- Telefoonnummer: 2677 +90 850 250 8250
- E-mail: havvanurkilic16@ku.edu.tr
Studie Contact Back-up
- Naam: Ayişe Karadağ, Prof
- E-mail: akaradag@ku.edu.tr
Studie Locaties
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Zeytinburnu
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Istanbul, Zeytinburnu, Turkije (Türkiye), 34010
- Koc University Hospital
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Contact:
- Ayişe Karadağ, Prof
- Telefoonnummer: 29712 +90 850 250 8250
- E-mail: akaradag@ku.edu.tr
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Deelname Criteria
Geschiktheidscriteria
Leeftijden die in aanmerking komen voor studie
- Volwassen
- Oudere volwassene
Accepteert gezonde vrijwilligers
Beschrijving
Inclusion Criteria:
- Aged 18 years or older
- Living with a colostomy, ileostomy or urostomy for at least three months
- Pittsburgh Sleep Quality Index global score greater than 5, indicating poor sleep quality
- Owns a smartphone with internet access and is able to use the digital modules and the chatbot
- Cognitively able to complete self-report questionnaires and to participate actively in the intervention
- Literate and able to communicate in Turkish
- Provides written informed consent
Exclusion Criteria:
- Clinically diagnosed and/or currently treated primary sleep disorder
- Sensory, cognitive or communication impairment that would prevent compliance with study procedures
- Regular use of hypnotics, sedatives, antidepressants or antipsychotics
- Any clinical or social condition that would prevent regular participation in the intervention
Studie plan
Hoe is de studie opgezet?
Ontwerpdetails
- Primair doel: Ondersteunende zorg
- Toewijzing: Gerandomiseerd
- Interventioneel model: Parallelle opdracht
- Masker: Geen (open label)
Wapens en interventies
Deelnemersgroep / Arm |
Interventie / Behandeling |
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Experimenteel: AI-MNI (intervention group)
Participants receive the Artificial Intelligence-Supported Multimodal Nursing Intervention (AI-MNI) in addition to standard stomatherapy care.
The intervention is delivered over four weeks through the institutional web-based learning management system and comprises five modules: stoma care and night-time comfort; sleep hygiene and night routine; psychological wellbeing and relaxation techniques; body image, self-esteem and sexual health; and physical activity and daily energy management.
Modules combine written material, video, visual guides, checklists and short knowledge checks.
A rule-based chatbot embedded in the platform prioritises content, suggests review of relevant material and answers questions within a pre-approved educational content set; it does not provide diagnosis, treatment advice or clinical decision support.
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Four-week, module-based digital nursing intervention delivered through the institutional web-based learning management system, in addition to standard stomatherapy care.
Five modules address stoma care and night-time comfort; sleep hygiene and night routine; psychological wellbeing and relaxation techniques; body image, self-esteem and sexual health; and physical activity and daily energy management.
Each module combines written material, video, visual guides, checklists and short knowledge checks, and all modules are available throughout the four-week period.
A rule-based chatbot embedded in the platform prioritises content, suggests review of relevant material and answers questions within a pre-approved educational content set; it does not provide diagnosis, treatment advice or clinical decision support.
Content validity was established with an expert panel, and platform use (module completion, session duration, interaction) is recorded as a process outcome.
Andere namen:
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Geen tussenkomst: Standard stomatherapy care (control group)
Participants receive standard stomatherapy care delivered by the certified stoma and wound care nurses of the unit, including standard ostomy education, counselling and scheduled follow-up visits.
They have no access to the AI-MNI modules or the chatbot during the study period, and are offered access to the programme after the final (third-month) assessment.
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Wat meet het onderzoek?
Primaire uitkomstmaten
Uitkomstmaat |
Maatregel Beschrijving |
Tijdsspanne |
|---|---|---|
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Change in sleep quality (Pittsburgh Sleep Quality Index)
Tijdsspanne: Baseline (T0) and 1 month (T1)
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PSQI global score, range 0-21; higher scores indicate poorer sleep quality.
Change from baseline to the end of the first month.
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Baseline (T0) and 1 month (T1)
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Secundaire uitkomstmaten
Uitkomstmaat |
Maatregel Beschrijving |
Tijdsspanne |
|---|---|---|
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Sleep quality at 3 months (Pittsburgh Sleep Quality Index)
Tijdsspanne: Baseline (T0) and 3 months (T2)
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PSQI global score, range 0-21; higher scores indicate poorer sleep quality.
Change from baseline to the third month, assessing maintenance of the effect.
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Baseline (T0) and 3 months (T2)
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Total sleep time measured with a wrist-worn device
Tijdsspanne: Baseline (T0), 1 month (T1) and 3 months (T2)
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Total sleep time in minutes per night, recorded with a consumer wrist-worn device over three consecutive nights at each assessment point and averaged across the three nights.
Higher values indicate longer sleep duration.
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Baseline (T0), 1 month (T1) and 3 months (T2)
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Sleep efficiency measured with a wrist-worn device
Tijdsspanne: Baseline (T0), 1 month (T1) and 3 months (T2)
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Sleep efficiency, calculated as total sleep time divided by time in bed and expressed as a percentage, recorded with a consumer wrist-worn device over three consecutive nights at each assessment point and averaged across the three nights.
Higher values indicate better sleep continuity.
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Baseline (T0), 1 month (T1) and 3 months (T2)
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Sleep onset latency measured with a wrist-worn device
Tijdsspanne: Baseline (T0), 1 month (T1) and 3 months (T2)
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Sleep onset latency in minutes, defined as the interval between bedtime and sleep onset, recorded with a consumer wrist-worn device over three consecutive nights at each assessment point and averaged across the three nights.
Lower values indicate faster sleep onset.
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Baseline (T0), 1 month (T1) and 3 months (T2)
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Proportion of total sleep time spent in deep sleep
Tijdsspanne: Baseline (T0), 1 month (T1) and 3 months (T2)
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Time spent in device-derived deep sleep, expressed as a percentage of total sleep time, recorded with a consumer wrist-worn device over three consecutive nights at each assessment point and averaged across the three nights.
Higher values indicate a greater proportion of deep sleep.
Device-derived sleep stage estimates are reported as complementary indicators and not as a substitute for polysomnography.
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Baseline (T0), 1 month (T1) and 3 months (T2)
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Stoma-specific quality of life (Stoma Quality of Life Scale)
Tijdsspanne: Baseline (T0), 1 month (T1) and 3 months (T2)
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Turkish version of the Stoma Quality of Life Scale; scores converted to a 0-100 range, higher scores indicate better quality of life.
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Baseline (T0), 1 month (T1) and 3 months (T2)
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Andere uitkomstmaten
Uitkomstmaat |
Maatregel Beschrijving |
Tijdsspanne |
|---|---|---|
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Usability of the digital intervention and chatbot
Tijdsspanne: 1 month (T1)
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Perceived usability assessed in the intervention group only with the AI-MNI Usability and Functionality Form, a 14-item, 5-point Likert-type instrument adapted from the System Usability Scale and the Chatbot Usability Questionnaire, covering comprehensibility, ease of use, technical performance, supportiveness and overall satisfaction.
Total score ranges from 14 to 70; higher scores indicate better perceived usability.
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1 month (T1)
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Module completion rate
Tijdsspanne: Four-week intervention period (baseline to 1 month)
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Proportion of the five intervention modules completed by each participant during the four-week intervention period, expressed as a percentage and recorded automatically by the learning management system.
Assessed in the intervention group only.
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Four-week intervention period (baseline to 1 month)
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Total time spent on the digital platform
Tijdsspanne: Four-week intervention period (baseline to 1 month)
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Cumulative session duration in minutes on the learning management system during the four-week intervention period, recorded automatically by the platform.
Assessed in the intervention group only.
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Four-week intervention period (baseline to 1 month)
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Number of chatbot interactions
Tijdsspanne: Four-week intervention period (baseline to 1 month)
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Total number of participant-initiated chatbot interactions recorded automatically by the platform during the four-week intervention period.
Assessed in the intervention group only.
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Four-week intervention period (baseline to 1 month)
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Medewerkers en onderzoekers
Sponsor
Publicaties en nuttige links
Algemene publicaties
- Buysse DJ, Reynolds CF 3rd, Monk TH, Berman SR, Kupfer DJ. The Pittsburgh Sleep Quality Index: a new instrument for psychiatric practice and research. Psychiatry Res. 1989 May;28(2):193-213. doi: 10.1016/0165-1781(89)90047-4.
- Skivington K, Matthews L, Simpson SA, Craig P, Baird J, Blazeby JM, Boyd KA, Craig N, French DP, McIntosh E, Petticrew M, Rycroft-Malone J, White M, Moore L. A new framework for developing and evaluating complex interventions: update of Medical Research Council guidance. BMJ. 2021 Sep 30;374:n2061. doi: 10.1136/bmj.n2061.
- Temiz Z, Cavdar I, Ozbas A, Altunsoy M, Akyuz N, Kutlu FY. Sleep Quality and Factors Affecting Sleep in Individuals With an Intestinal Ostomy: A Descriptive Cross-Sectional Study. Wound Manag Prev. 2022 May;68(5):28-36. doi: 10.25270/wmp.2022.5.2836.
- Karadağ A, Öztürk D, Çelik B. Adaptation of Quality of Life Scale for the ostomy patients into Turkish. Turkish Journal of Colorectal Disease. 2011;21(4):173-181.
- Robbins R, Weaver MD, Sullivan JP, Quan SF, Gilmore K, Shaw S, Benz A, Qadri S, Barger LK, Czeisler CA, Duffy JF. Accuracy of Three Commercial Wearable Devices for Sleep Tracking in Healthy Adults. Sensors (Basel). 2024 Oct 10;24(20):6532. doi: 10.3390/s24206532.
- Harputlu D, Ozturk FO, Aydin D, Akyol C, Tezel A. Effect of Laughter Yoga on Sleep and Quality of Life in Individuals With Fecal Ostomies: A Randomized Controlled Trial. J Wound Ostomy Continence Nurs. 2023 Jul-Aug 01;50(4):307-312. doi: 10.1097/WON.0000000000000988.
- Avci Isik S, Balanuye B, Budak Erturk E, Karahan A, Ustundag C, Ugurlu Z, Oren Hin A, Aydin D, Gocmen Baykara Z, Acarlar H, Akar E, Kosker Y, Koc MA. Sleep Problems in Individuals With Intestinal Stomas and Determining the Quality of Sleep: A Multicenter Study. J Wound Ostomy Continence Nurs. 2023 Jan-Feb 01;50(1):39-46. doi: 10.1097/WON.0000000000000939.
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Meer informatie
Termen gerelateerd aan deze studie
Trefwoorden
Aanvullende relevante MeSH-voorwaarden
Andere studie-ID-nummers
- 2025.450.IRB2.204
- 126S509 (Ander subsidie-/financieringsnummer: TUBITAK)
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