Using AI as a Diagnostic Decision Support Tool to Help the Diagnosis of Skin Disease in Primary Healthcare in Catalonia
NCT04562168 · Status: COMPLETED · Phase: NA · Type: INTERVENTIONAL · Enrollment: 100
Last updated 2022-05-05
Summary
Background: Dermatological conditions are a relevant health problem. Machine learning models are increasingly being applied to dermatology as a diagnostic decision support tool using image analysis, specially for skin cancer detection and classification.
Objective: The objective of this study is to perform a prospective validation of an image analysis ML model, which is capable of screening 44 different skin disease types, comparing its diagnostic capacity with that of General Practitioners (GPs) and dermatologists.
Methods: In this prospective study 100 consecutive patients who visit a participant GP with a skin problem in central Catalonia will be recruited, data collection is planned to last 7 months. Skin diseases anonymized pictures will be taken and introduced in the ML model interface, which will return top 5 accuracy diagnosis. The same image will be also sent as a teledermatology consultation, following the current workflow. GP, ML model and dermatologist/s assessments will be compared to calculate the precision, sensitivity, specificity and accuracy of the ML model.
Conditions
- Skin Diseases
Interventions
- DIAGNOSTIC_TEST
-
Autoderm® dermatology search engine (ML model) testing
GP using a smartphone camera will take an image of the skin problem and will use the Autoderm ML interface to upload the anonymized image. The obtained predicted diagnosis will be recorded in case report form.
Sponsors & Collaborators
-
iDoc24
collaborator OTHER -
Institut Català de la Salut
collaborator OTHER -
Fundacio d'Investigacio en Atencio Primaria Jordi Gol i Gurina
lead OTHER
Study Design
- Allocation
- NA
- Purpose
- DIAGNOSTIC
- Masking
- NONE
- Model
- SINGLE_GROUP
Eligibility
- Min Age
- 18 Years
- Sex
- ALL
- Healthy Volunteers
- No
Timeline & Regulatory
- Start
- 2021-01-15
- Primary Completion
- 2021-12-31
- Completion
- 2021-12-31
Countries
- Spain
Study Locations
More Related Trials
-
Testing an AI Large Language Model Tool for Cognitive Debiasing in Musculoskeletal Care
NCT07022769 ·Status: NOT_YET_RECRUITING ·Phase: NA
-
AI-Agent for Automated Diagnosis and Predicting Using EHR and Multimodal Data
NCT06791499 ·Status: RECRUITING
-
Multi-agent LLMs for Decision Support in Cervical Cancer During Pregnancy
NCT07318701 ·Status: NOT_YET_RECRUITING ·Phase: NA
-
Research and Application of Ultrasonic Intelligent Diagnosis System for Ovarian Mass
NCT06528236 ·Status: NOT_YET_RECRUITING
-
AI Assisted Personalized Legacy Program (Reflections: My Story) for Patients With Serious Illness
NCT07009210 ·Status: RECRUITING ·Phase: NA
-
Real-world Effectiveness Evaluation of Clinical Decision Support System Based on Artificial Intelligence (AI-CDSS)
NCT05065931 ·Status: COMPLETED
-
Early Detection of Clinical Deterioration in Patients With COVID-19 Using Machine Learning
NCT04828915 ·Status: UNKNOWN
-
Evaluating the Real World Performance of an AI Based Lung Nodule Detection Tool
NCT06597968 ·Status: RECRUITING
-
Evaluating the Potential of Large Language Models for Respiratory Disease Consultations
NCT06457269 ·Status: COMPLETED ·Phase: NA
-
Development of an AI-based Emergency Imaging Multi-Disease Rapid Joint Screening System
NCT05974163 ·Status: UNKNOWN
-
Efficacy Comparison Between Primary Care Physicians' Independent Auscultation and AI-assisted Auscultation for Congenital Heart Disease Screening in Patient-enriched Populations: A Randomized Controlled Trial
NCT06791096 ·Status: COMPLETED ·Phase: NA
-
Differential Diagnosis of Persistent COVID-19 by Artificial Intelligence
NCT05629793 ·Status: UNKNOWN ·Phase: NA
-
Personalised Health Recommendations to the General Population Through an Integrated AI Guided
NCT06421324 ·Status: RECRUITING ·Phase: NA
-
Physician Response Evaluation With Contextual Insights vs. Standard Engines - Artificial Intelligence RAG vs LLM Clinical Decision Support
NCT07037940 ·Status: COMPLETED ·Phase: NA
-
The Diagnostic and Triage Capacity of Laypeople-large Language Model Collaboration in China
NCT07250516 ·Status: COMPLETED ·Phase: NA
-
Manual Versus AI-Assisted Clinical Trial Screening Using Large-Language Models
NCT06588452 ·Status: RECRUITING
-
Channelling Algorithm Proficiency To Understand, Recognise and Elucidate Disease
NCT07130071 ·Status: NOT_YET_RECRUITING
-
Physician Reasoning on Diagnostic Cases With Large Language Models
NCT06157944 ·Status: COMPLETED ·Phase: NA
-
AI as an Aid for Weekly Symptom Intake in Radiotherapy
NCT06525181 ·Status: RECRUITING ·Phase: NA
-
"SOUND" Trial: Study of On-site Use of Novel AI-assisted Diagnostics in CHD Screening
NCT06791109 ·Status: COMPLETED ·Phase: NA
-
Exploring the Application Efficacy of Artificial Intelligence (AI) Diagnostic Tools in Medical Imaging (MI) of Respiratory(R) Infectious (I) Disease (D)
NCT06553911 ·Status: RECRUITING ·Phase: NA
-
Evaluate Treatment Outcomes For AI-Enabled Information Collection Tool For Clinical Assessments In Mental Healthcare
NCT05495126 ·Status: ACTIVE_NOT_RECRUITING ·Phase: NA
-
Research on Body Voice AI Recognition System for Children's Health Management
NCT06542120 ·Status: NOT_YET_RECRUITING
-
Enhancing Health Literacy Through AI-Powered Chatbot: a Randomized Controlled Trial
NCT06702423 ·Status: NOT_YET_RECRUITING ·Phase: NA
-
AI-Assisted Medical Decision-Making
NCT06846229 ·Status: RECRUITING