AI-Enabled Frailty Risk Prediction in Adult Congenital Heart Disease

Browse trials for

• Heart Defects, Congenital 991
• Syndrome 116
• Frailty 1,284

Heart Defects, Congenital

991 studies on the registry are indexed under Heart Defects, Congenital; 251 are open to participants now.

This study's planned enrollment of 410 is above the median of 60 across 507 interventional studies indexed under Heart Defects, Congenital.

Lead sponsor

Mackay Memorial Hospital is the lead sponsor of 118 studies on the registry; 27 are open to participants now.

Study arms

• Experimental
  AI-Based Voice Emotion Detection-Guided Counselling (Intervention)

  Participants assigned to this arm will receive an artificial intelligence-based voice emotion detection-guided counselling intervention in addition to usual care. The intervention uses voice emotion analysis to provide personalized psychological feedback and counselling aimed at improving emotional regulation, reducing psychological distress, and enhancing quality of life.

  Behavioral: AI-Based Voice Emotion Detection-Guided Counselling

• Active comparator
  Usual Care (Control)

  Participants assigned to this arm will receive usual clinical care for adult congenital heart disease without the AI-based voice emotion detection-guided counselling intervention.

  Behavioral: Usual Care (Control)

Interventions

• BehavioralAI-Based Voice Emotion Detection-Guided Counselling

  Participants assigned to the intervention arm will receive an artificial intelligence-based voice emotion detection-guided counselling intervention in addition to usual care. The intervention uses voice recordings collected during structured counselling sessions to analyze emotional features, including emotional valence and arousal, through artificial intelligence-based voice emotion detection algorithms. Based on the analyzed emotional profiles, individualized psychological feedback and counselling guidance are provided to support emotional regulation, stress coping, and adaptive self-management. The counselling content is tailored to participants' emotional states and symptom experiences and focuses on reducing psychological distress, improving sleep and fatigue management, enhancing grit, and promoting quality of life. The intervention is delivered by trained healthcare professionals following a standardized protocol, with sessions conducted at predefined intervals during the inter

• BehavioralUsual Care (Control)

  Usual Care

Primary outcomes

1. Depression and Anxiety assessed using the Patient-Reported Outcomes Measurement Information System (PROMIS) Short Form Scales

   The PROMIS Depression Short Form evaluates negative mood, feelings of hopelessness, helplessness, and loss of interest. The PROMIS Anxiety Short Form assesses emotional distress related to feelings of fear, worry, tension, and hyperarousal. Each scale consists of multiple items rated on a 5-point Likert scale (1 = Never, 2 = Rarely, 3 = Sometimes, 4 = Often, 5 = Almost Always) based on the participant's experiences during the past 7 days. Raw scores are summed and converted to PROMIS T-scores, standardized to a population mean of 50 with a standard deviation of 10. Possible raw score range: 8-40 (for the 8-item short form). Higher scores indicate greater levels of depressive or anxiety symptoms (worse outcomes).

   Time frame: Baseline, 2 weeks, 1 month, and 3 months after initiation of the intervention

Secondary outcomes

1. Chinese version of the Satisfaction with Life Scale; SWLS

   This study used the Chinese version of the Satisfaction With Life Scale (SWLS) (Wu \& Yao, 2006), which consists of five items rated on a seven-point Likert scale ranging from 1 (strongly disagree) to 7 (strongly agree). Higher total scores indicate greater overall life satisfaction. The scale has been applied in adult patients with congenital heart disease (Liu, Lu, et al., 2024) and demonstrated excellent internal consistency, with a Cronbach's α of 0.93, indicating good reliability of the Chinese version.

   Time frame: Baseline, 2 weeks, 1 month, and 3 months after initiation of the intervention

2. Grit-10

   Duckworth et al. (2007) proposed the Grit Scale to conceptualize grit as comprising two dimensions: Perseverance of Effort (six items) and Consistency of Interests (six items), yielding a total of 12 items. The overall internal consistency of the original scale was 0.85, with Cronbach's α values of 0.78 for the Perseverance of Effort subscale and 0.84 for the Consistency of Interests subscale, indicating good reliability (Duckworth \& Quinn, 2009). The Chinese version of the Grit Scale (Grit-10) was adapted from the original 12-item English version and revised to include 10 items loading on two factors. The Passion factor (reverse-coded) includes items such as "I often set a goal but then quickly change it," whereas the Perseverance factor includes items such as "I finish whatever I begin." Responses are rated on a five-point Likert scale ranging from 1 (not at all like me) to 5 (very much like me). Each item is scored from 1 to 5; odd-numbered items are reverse-coded and even-numbere

   Time frame: Baseline, 2 weeks, 1 month, and 3 months after initiation of the intervention

3. The Chinese Version of Fatigue Assessment Scale; FAS-C

   The Fatigue Assessment Scale-Chinese version (FAS-C) is a self-reported instrument designed to measure subjective fatigue and is particularly suitable for use in populations with chronic illnesses, cardiovascular diseases, and the general adult population (Michielsen et al., 2003). The original FAS consists of 10 items encompassing two domains: physical fatigue and mental fatigue. The Chinese version was developed through a rigorous process of translation, back-translation, and cultural adaptation, and has demonstrated satisfactory psychometric properties, including excellent internal consistency (Cronbach's α = 0.92) and good test-retest reliability (Lee, 2024). Each item is rated on a five-point Likert scale ranging from 1 (never) to 5 (always), yielding a total score between 10 and 50, with higher scores indicating greater fatigue severity. The FAS-C is brief and easy to administer, with high sensitivity in distinguishing different levels of fatigue, making it suitable for clinica

   Time frame: Baseline, 2 weeks, 1 month, and 3 months after initiation of the intervention