Data Driven Behavior Intervention and Medical Outcome Evaluation of Patients' Comprehensive Monitoring

Study Overview
=================
Brief Summary
-----------------
During the study, the resuscitation room, general wards and ICU were installed fixed or mobile acquisition devices in the resuscitation room, the emergency department of Peking Union Medical College Hospital, and the collection platform was set up. Patients with acute diseases (infection, diabetes complications, etc.) caused by metabolic syndrome (obesity, diabetes, etc.) were selected after informed consent. All medical intervention behaviors, relevant medical records and medical outcome records within the collection scope of the device platform were collected prospectively . And regular follow-up, guidance of patients with metabolic syndrome control, while collecting all the lifestyle characteristics of patients, some patients with metabolic cabin research, and observe the relevant medical outcomes. After that, all the collected data were coded, and the influence of all lifestyle and medical behavior interventions on patients' medical outcomes was studied by artificial intelligence method.

Official Title
-----------------
Data Driven Behavior Intervention and Medical Outcome Evaluation of Patients' Comprehensive Monitoring

Conditions
-----------------
Obesity, Metabolic Syndrome, Metabolic Disturbance, Metabolic Complication, Infection, Diabetes

Participation Criteria
=================
Eligibility Criteria
-----------------
Inclusion Criteria: Diabetes and / or obesity (BMI>=28). Emergency room / emergency ward / EICU; Be able to understand and agree the research protocol and sign the informed consent Exclusion Criteria: Pregnant women / lactation period; The estimated survival time was less than 1 year; Long term follow-up is not guaranteed; Failure to comply with the protocol or procedure; The collection of medical behavior data can not complete the de privacy or label after de privacy; Other researchers think that it is not suitable for inclusion

Ages Eligible for Study
-----------------
Minimum Age: 18 Years

Sexes Eligible for Study
-----------------
All

Accepts Healthy Volunteers
-----------------
No

Study Plan
=================
How is the study designed?
-----------------
What is the study measuring?
-----------------
Primary Outcome Measures

| Outcome Measure | Measure Description | Time Frame |
| --- | --- | --- |
| Rate of metabolic complications | Relapse of acute metabolic disease, stability of biochemical metabolic indexes (such as glycosylated hemoglobin, BMI) | 6 weeks | 
| Complication control | The occurrence of metabolic complications, infection and cardiovascular events | 3 weeks | 
| Rate of mortality | 30-day and 90-day mortality. Death due to cardiovascualr complications | 6 months | 

Secondary Outcome Measures

| Outcome Measure | Measure Description | Time Frame |
| --- | --- | --- |
| Total cost of treatment | Length of stay, length of stay in ICU, ventilator usage time | 3 weeks | 
| Quality of life | Dynamic monitoring of quality of life through quality-of-life evaluation chart | 6 months | 

 Terms related to the study
=================
Keywords Provided by Centre Hospitalier Valida
-----------------
metabolic, diabetes, obesity, infection, complication