Use and Acceptability of an AI-Assisted Health Application for Individuals Living With a Chronic Condition (SOFIA)
SOFIA: Evaluation of the Use and Acceptability of an AI-Assisted Health Application for Individuals Living With a Chronic Condition
The SOFIA study evaluates a web-based health application for people living with one or more chronic conditions. The study aims to find out whether the SOFIA application is useful, easy to use, and used over time by participants.
The SOFIA application offers tools to support the day-to-day management of health: lifestyle challenges, health data entry and personal tracking (e.g., blood pressure, weight), medication tracking for people using pochettes-doses (pharmacy-prepared unit-dose packets), and an AI conversational assistant providing general health information. The application does not make diagnoses, give personalized medical advice, or recommend treatment. It complements usual medical care but does not replace it.
The study first enrolls people with hypertension, then, subject to ethics committee approval, people with type 2 diabetes and obesity.
Participation takes place entirely online, through the SOFIA application, accessible from a web browser (smartphone, tablet, or computer). There are no in-person visits. Participants use the application freely, at their own pace, until the end of the study. Short questionnaires (most take 1 to 3 minutes) are offered in the application during the study, and a final questionnaire (about 20 minutes) at the end.
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Detailed Description
Regulatory classification: Other Clinical Trial according to the Swiss Ordinance on Clinical Trials (ClinO, Chapter 4), Risk Category A.
Deployment model: All application users are study participants; the digital informed consent also serves as the terms of use. Enrolment is rolling from application launch and opens by condition as its content is integrated, starting with hypertension.
Data collection: Usage data (sessions, feature use, AI interactions, scan events) are collected server-side. Validated instruments are delivered individually within the application on a rotating micro-assessment schedule, with a final assessment administering all instruments simultaneously.
Safety: Adverse events can be reported at any time within the application. An urgency classifier triggers the display of emergency numbers (144 / 143) when needed.
Statistical analysis: Acceptability is tested formally (one-sided α = 0.025, mixed-effects model). Retention is evaluated descriptively, with Kaplan-Meier analysis as supportive analysis. Secondary endpoints are analyzed with mixed-effects models or generalized estimating equations. Sensitivity analyses include multiple imputation, a per-protocol set, and tipping-point analyses. Sex-disaggregated analyses are planned across all endpoints.
Data protection: Data are coded, hosted in Switzerland, and encrypted (AES-256 GCM).
Study Type
Study Type
Enrollment (Estimated)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Locations
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Geneva, Switzerland, 1205
- Geneva University Hospitals (HUG), Division of Primary Care Medicine
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Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Genders Eligible for Study
Description
Inclusion Criteria:
- Aged 18 years or older
- Resident or worker in the canton of Geneva
- Access to a device with a web browser and internet connection (smartphone, tablet, or computer)
- Ability to read and understand French sufficiently to use the application and complete study questionnaires
- Willing and able to comply with the study procedures
- Digital informed consent (e-consent) provided
- Self-reported diagnosis of hypertension
Exclusion Criteria:
- Current participation in another interventional clinical trial
- Inability to provide digital informed consent
- Participation in the SOFIA beta testing program
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Health Services Research
- Allocation: N/A
- Interventional Model: Single Group Assignment
- Masking: None (Open Label)
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Experimental: SOFIA application
Participants with a self-reported diagnosis of hypertension using the SOFIA application. |
AI-assisted health application accessible on any device with a web browser (smartphone, tablet, or computer), comprising: (1) gamified lifestyle challenges; (2) health data entry and personal tracking; (3) medication tracking via pochettes-doses data matrix scanning; (4) an AI conversational assistant providing general, evidence-based health information. A complement to, not a replacement for, usual medical care. |
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
User Retention: Proportion of Participants With Sustained Inactivity (Attrition)
Time Frame: From registration up to 13 months
|
Attrition (proportion of participants), with sustained inactivity defined as no session for 90 consecutive days. Success criterion: attrition <20%. |
From registration up to 13 months
|
|
Acceptability: French System Usability Scale (F-SUS) Score
Time Frame: Approximately every 90 days from registration, up to 13 months
|
Marginal mean French System Usability Scale (F-SUS; 10 items) score across administrations. Score 0-100; higher scores indicate better usability. Success criterion: >68. |
Approximately every 90 days from registration, up to 13 months
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Medication Tracking: Data Matrix Scan Confirmation Rate (Pochettes-Doses Users)
Time Frame: Continuously from registration, up to 13 months
|
Data matrix scan confirmation rate (proportion). |
Continuously from registration, up to 13 months
|
|
Medication-Tracking Gaps: Proportion of Missed or Mistimed Scan Events (Condition Subgroups)
Time Frame: Continuously from registration, up to 13 months
|
Proportion of missed or mistimed scan events among actively engaged pochettes-doses users. |
Continuously from registration, up to 13 months
|
|
Satisfaction and Perceived Utility: Item Scores
Time Frame: Approximately every 90 days from registration, up to 13 months
|
Item-level distributions across administrations (two study-specific items: overall satisfaction and perceived utility; 5-point Likert scale, 1-5; higher scores indicate greater satisfaction or perceived utility). |
Approximately every 90 days from registration, up to 13 months
|
|
Willingness to Recommend: Net Promoter Score (NPS)
Time Frame: Approximately every 90 days from registration, up to 13 months
|
Net Promoter Score (NPS; 1 item, 0-10 per respondent; higher scores indicate greater willingness to recommend). NPS = percentage of promoters minus percentage of detractors; range -100 to +100, higher is better. |
Approximately every 90 days from registration, up to 13 months
|
|
Physical Activity: IPAQ-SF Score (MET-minutes/week)
Time Frame: Approximately every 180 days from registration, up to 13 months
|
Score trajectory across administrations (International Physical Activity Questionnaire - Short Form, IPAQ-SF; 7 items). Total physical activity in MET-minutes/week; minimum 0, no fixed maximum; higher values indicate more physical activity. |
Approximately every 180 days from registration, up to 13 months
|
|
Sleep Quality: Pittsburgh Sleep Quality Index (PSQI) Global Score
Time Frame: Approximately every 180 days from registration, up to 13 months
|
Score trajectory across administrations (Pittsburgh Sleep Quality Index, PSQI). Global score 0-21; higher scores indicate worse sleep quality. |
Approximately every 180 days from registration, up to 13 months
|
|
Well-Being: WHO-5 Well-Being Index Score
Time Frame: Approximately every 90 days from registration, up to 13 months
|
Score trajectory across administrations (World Health Organization Well-Being Index, WHO-5; 5 items). Raw score 0-25; higher scores indicate better well-being. |
Approximately every 90 days from registration, up to 13 months
|
|
Self-Rated Health (SRH) Score
Time Frame: Approximately every 90 days from registration, up to 13 months
|
Score trajectory across administrations (Self-Rated Health, SRH; 1 item). Score 1-5 (1 = excellent, 5 = poor); higher scores indicate worse self-rated health. |
Approximately every 90 days from registration, up to 13 months
|
|
Perceived Stress: Perceived Stress Scale (PSS-4) Score
Time Frame: Approximately every 90 days from registration, up to 13 months
|
Score trajectory across administrations (Perceived Stress Scale, 4-item version, PSS-4). Score 0-16; higher scores indicate greater perceived stress. |
Approximately every 90 days from registration, up to 13 months
|
|
Quality of Life: Global Quality of Life Scale Score
Time Frame: Approximately every 90 days from registration, up to 13 months
|
Score trajectory across administrations (Global Quality of Life Scale; 1 item). Score 0-100; higher scores indicate better quality of life. |
Approximately every 90 days from registration, up to 13 months
|
|
Self-Efficacy for Chronic Disease Management: SEM-CD 6 Score
Time Frame: Approximately every 180 days from registration, up to 13 months
|
Score trajectory across administrations (Self-Efficacy for Managing Chronic Disease 6-Item Scale, SEM-CD 6). Mean score 1-10; higher scores indicate greater self-efficacy. |
Approximately every 180 days from registration, up to 13 months
|
|
Condition-Specific Health Knowledge: Percentage of Correct Answers (Condition Subgroups)
Time Frame: At registration and approximately 6 months after registration
|
Change in percentage of correct answers on a health knowledge quiz (0-100%; higher values indicate better knowledge). |
At registration and approximately 6 months after registration
|
|
Self-Reported Medication Adherence: Visual Analogue Scale (VAS) Score (Condition Subgroups)
Time Frame: Approximately every 90 days from registration, up to 13 months
|
Score trajectory across administrations (medication adherence visual analogue scale, VAS; 1 item). Score 0-100; higher scores indicate better adherence. |
Approximately every 90 days from registration, up to 13 months
|
Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Investigators
Investigators
- Principal Investigator: Mayssam Nehme, MD, Geneva University Hospitals (HUG)
- Principal Investigator: Idris Guessous, MD, PhD, Geneva University Hospitals (HUG)
Publications and helpful links
Helpful Links
Study record dates
Study Major Dates
Study Start (Estimated)
Study Start
Primary Completion (Estimated)
Primary Completion
Study Completion (Estimated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Additional Relevant MeSH Terms
- Endocrine System Diseases
- Vascular Diseases
- Cardiovascular Diseases
- Pathologic Processes
- Nutrition Disorders
- Disease Attributes
- Metabolic Diseases
- Overnutrition
- Body Weight
- Glucose Metabolism Disorders
- Diabetes Mellitus
- Overweight
- Pathological Conditions, Signs and Symptoms
- Behavior
- Nutritional and Metabolic Diseases
- Signs and Symptoms
- Treatment Adherence and Compliance
- Health Behavior
- Patient Compliance
- Patient Acceptance of Health Care
- Obesity
- Hypertension
- Diabetes Mellitus, Type 2
- Chronic Disease
- Medication Adherence
Other Study ID Numbers
Other Study ID Numbers
- SOFIA-001
- BASEC 2026-01192 (Other Identifier: Commission Cantonale d'Ethique de la Recherche (CCER), Geneva)
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
IPD Plan Description
Participants may optionally consent to the reuse of their coded data in other research projects, subject to ethics committee approval. The scope of data, sharing modalities, and data transfer agreements have yet to be defined.
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
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