Application of Large Language Models Techniques to Post-ICU Syndrome Management in Critically Ill Patients: A Fully Longitudinal Mixed Study
Ориентир для пациента и семьи
Простыми словами
Автоматическая сводка по структурированным данным реестра. Она помогает сориентироваться, но не заменяет официальный протокол или оценку врача.
- Что изучают
- В протоколе указаны: Routine Care, Health Promotion Model-Based Optimized Program, LLM-Enhanced Optimized Program.
- Кому может быть актуально
- Состояния в реестре: Post-Intensive Care Syndrome. Базовые параметры: 18 лет — 100 лет · Все.
- Что важно проверить
- Возраст, диагноз и пол — только базовые ориентиры. Предыдущее лечение, анализы и другие обязательные условия указаны ниже в критериях участия.
- Где проводится
- Китай
- Следующий шаг
- Сохраните исследование, покажите его лечащему врачу и уточните актуальный статус у исследовательского центра. Расходы, документы и поездка →
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Обзор
The goal of this clinical trial is to evaluate whether Large Language Models (LLMs) combined with an optimized care program can effectively manage Post-Intensive Care Syndrome (PICS) in adult ICU survivors (aged ≥18 years) discharged from a tertiary hospital in China. The main questions it aims to answer are: * Does the intervention (optimized program + LLMs) improve physical, psychological, cognitive, and social function recovery compared to standard care or the optimized program alone? * How do patients experience and perceive the utility of LLMs in PICS self-management during recovery? Researchers will compare three groups: 1. Group A (routine care) 2. Group B (optimized program without LLMs) 3. Group C (optimized program + LLMs) to see if adding LLMs significantly enhances PICS symptom management, patient self-efficacy, and quality of life over 6 months post-discharge. Participants will: * Install and use the Kimi Smart Assistant LLM (Group C only) for health queries under nurse supervision. * Complete standardized questionnaires at discharge (baseline), 7 days, 1 month, 3 months, and 6 months post-discharge: * PICS Symptom Questionnaire (PICSQ) * Pittsburgh Sleep Quality Index (PSQI) * Anxiety (GAD-7) and Depression (PHQ-9) scales * Self-Management Ability Scale (AHSMSRS) * Attend semi-structured interviews (Group C only) at 3 and 6 months to share experiences with LLM use.
Вмешательства
- Поведенческое Routine Care
Participants receive standard post-ICU follow-up care according to hospital protocols . This includes routine health assessments and general rehabilitation guidance at designated intervals (discharge, 1/3/6 months post-discharge). No structured PICS management program or AI technology is provided. - Поведенческое Health Promotion Model-Based Optimized Program
An evidence-based, multidisciplinary rehabilitation protocol for Post-Intensive Care Syndrome (PICS) management, developed using the Health Promotion Model (HPM). It includes: Personalized rehabilitation plans addressing physical, cognitive, and psychological recovery. Structured follow-up at discharge, 1/3/6 months post-discharge. Components: Physical function training, cognitive exercises, anxiety/depression coping strategies, and sleep hygiene education. Delivery: Clinician-guided (no AI/t - Поведенческое LLM-Enhanced Optimized Program
Combines the HPM-Based Optimized Program with Large Language Model (LLM) technology for dynamic personalization: AI-generated rehabilitation plans: ChatGPT-4 synthesizes patient data (baseline + follow-ups) to create/update monthly plans, reviewed by a multidisciplinary expert team. Patient-facing LLM tool: "Kimi Smart Assistant" installed for daily health queries under strict safety protocols (all outputs validated by nurses via WeChat). Phased implementation: Pre-discharge: LLM training +
Первичные конечные точки
- Change in Post-Intensive Care Syndrome (PICS) Symptom Severity [Срок оценки: Measured at baseline (pre-discharge), 1 month, 3 months, and 6 months post-discharge.]
Вторичные конечные точки (2)
- Self-Management Ability [Срок оценки: 1m, 3m, 6m post-discharge.]
- Patient Experience with LLMs [Срок оценки: 3 months and 6 months post-discharge (Group C only).]
Критерии участия
Критерии включения
- ICU hospitalization duration > 24 hours.
- Age ≥ 18 years.
- Conscious at ICU discharge, able to communicate without barriers.
- Provide informed consent to participate.
- Regular access to and usage of smart electronic devices.
Критерии исключения
- Previous ICU admission (≥24h) within 3 months before the current hospitalization.
- Transferred to another ICU during the current hospitalization.
- Pre-existing cognitive impairment (Blessed Dementia Rating Scale \[BDRS\] score >4 before ICU admission).
- Severe communication barriers:
Hearing impairment Dysarthria Other conditions preventing follow-up assessments.
- Critically unstable condition preventing questionnaire completion.
- Infrequent/no experience using smart electronic devices (e.g., smartphones, tablets).
Критерии приведены из реестра в оригинале (на английском). Окончательную оценку соответствия проводит исследовательский центр.
Здоровые добровольцы: Нет
Дизайн исследования
- Распределение
- Рандомизированное
- Модель
- Параллельные группы
- Маскирование
- Четверное слепое
- Основная цель
- Поддерживающая терапия
Центры проведения
Китай · 1 центр
- The Affiliated Hospital of Guizhou Medical University — Guiyang
Идентификаторы
NCT: NCT07141420 · 2024-171