Health TrialsbyHealthPanel

AI-Assisted Medical Decision-Making

ConditionReal-world Study
Trial statusRecruiting
Trial phaseNot listed
Trial typeObservational
Biological sexAll
AgeNot listed
SponsorThe Eye Hospital of Wenzhou Medical University

About this trial

The study builds and applies an AI model to help doctors predict patient diagnoses and outcomes, such as survival or hospital stay. Real-time, multimodal data (labs, vital signs, history, imaging) from hospital records will be used. Patients will be tracked to compare the AI's performance with standard care. The goal is to improve diagnosis and treatment accuracy in a real-world, prospective study.

Eligibility criteria

This trial accepts healthy volunteers

Qualifiers

Patients admitted to any department of the hospital (e.g., ICU, general wards, emergency, outpatient services) during the study period.

Patients with available real-time electronic health record (EHR) data, including at least two of the following: laboratory results, vital signs, medical history, and imaging data.

Disqualifiers

None

Trial population

This study includes all patients admitted to any hospital department, with real-time electronic health record data (e.g., labs, vital signs, history, imaging). Participants must consent to data collection.

Trial design

Design model

Cohort

Time perspective

Prospective

Treatments tested in this trial

  • AI-associated strategy

    Other intervention

    The intervention in this study involves an AI system that leverages multimodal data fusion to support the clinical decision-making and evaluation of diseases. Patients in this cohort will undergo standard examinations, with clinical decisions guided by the recommendations generated by the AI system.

Treatment groups

50,000,000 Participants
are divided into 1 treatment group
Group A: Hospital-Wide Patient Cohort1 intervention

Trial outcomes

Primary outcomes

1

Area Under the Curve (AUC)

AUC of the ROC curve, used to quantify diagnostic accuracy. No unit (a ratio or percentage, typically expressed as a number between 0 and 1).

Time frame
1 year
2

Overall Hospital Resource Utilization Improvement

The percentage reduction in overall hospital resource use (e.g., bed days, ICU admissions, diagnostic tests) attributed to AI-assisted decision-making, expressed as a percentage.

Time frame
1 year
3

Population-Level Diagnostic Accuracy Enhancement

The overall improvement in diagnostic accuracy across all hospital patients (e.g., percentage of correct diagnoses or reduction in misdiagnoses) facilitated by the AI model, expressed as a percentage or ratio.

Time frame
1 year
4

System-Wide Reduction in Adverse Event Rates

The percentage reduction in major adverse events (e.g., mortality, severe complications, or prolonged stays) across all hospital patients due to AI-assisted decision-making, expressed as a percentage.

Time frame
1 year

Secondary outcomes

1

Overall Improvement in Hospital Patient Outcomes

The aggregate improvement in key patient outcomes (e.g., mortality, morbidity, recovery rates) across the entire hospital population due to AI-assisted decision-making, expressed as a composite score or percentage.

Time frame
1 year
2

Enhancement of Healthcare System Efficiency

he overall improvement in hospital operational efficiency (e.g., reduced wait times, optimized resource allocation, decreased staff workload) attributed to the AI model, expressed as a percentage or qualitative rating.

Time frame
1 year
3

Population Health Impact Score

A composite score reflecting the AI model's effect on population health within the hospital's catchment area (e.g., reduced disease burden, improved chronic disease management), expressed as a standardized index or percentage change.

Time frame
1 year
4

Long-Term Public Health Benefit Index

A composite index measuring the AI model's long-term contribution to public health (e.g., reduced disease prevalence, improved life expectancy), expressed as a standardized score or percentage improvement.

Time frame
1 year

Other outcomes

Sponsors and contacts

Click on the lead sponsor to view all of their trials.

The Eye Hospital of Wenzhou Medical University

Lead sponsor

Wenzhou Medical University

Sponsor institution

Source ClinicalTrials.gov
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