Pediatric Neurogenetic Diagnosis Support Platform
DIAGEN-IA
Diagnostic Support Platform for the Identification of Pediatric Genetic Neurological Diseases Through a Machine Learning-Based Recommendation System
2 other identifiers
interventional
9
1 country
1
Brief Summary
This study evaluates a diagnostic support platform, DIAGEN-IA, designed to identify pediatric neurological diseases with a genetic basis. Conducted at Carlos Van Buren Hospital in Chile, it aims to determine if the platform reduces inappropriate referrals to clinical geneticists, improves diagnostic evaluations, enhances referral quality, and increases user satisfaction. A prospective before-and-after design will compare outcomes across two phases: baseline data collection and an intervention phase using DIAGEN-IA. Healthcare professionals will use the platform to guide referrals and diagnostic studies. Outcomes include referral appropriateness, completeness of evaluations, quality of referrals, and user satisfaction.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at below P25 for not_applicable
Started Dec 2024
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
December 5, 2024
CompletedFirst Posted
Study publicly available on registry
December 10, 2024
CompletedStudy Start
First participant enrolled
December 10, 2024
CompletedPrimary Completion
Last participant's last visit for primary outcome
October 30, 2025
CompletedStudy Completion
Last participant's last visit for all outcomes
December 30, 2025
CompletedMay 29, 2025
May 1, 2025
11 months
December 5, 2024
May 22, 2025
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Proportion of Inappropriate Referrals
The primary outcome of this study is the proportion of referrals deemed inappropriate by clinical geneticists. Appropriateness is assessed using a 5-point Likert scale, where referrals scoring 1 or 2 are classified as inappropriate. This evaluation considers all referral requests received during the study period, regardless of whether an in-person evaluation occurred.
6 months
Secondary Outcomes (2)
Completeness of Initial Diagnostic Evaluations
6 months
User Satisfaction
1 and 6 months
Study Arms (1)
Web-Based Application
EXPERIMENTALThe intervention involves the use of the DIAGEN-IA platform, a diagnostic support application designed to assist in identifying pediatric neurological diseases with a genetic basis. DIAGEN-IA employs a Bayesian network model, integrating ontologies such as ORDO, HPO, and HOOM to link phenotypic characteristics entered by physicians with suggested diagnoses and recommended tests. Participating pediatric neurologists will receive training to use the application during the 6-month intervention phase. The platform enables clinicians to input clinical data and complementary test results, generating a list of potential diagnoses and corresponding diagnostic tests. The results can be exported in PDF format for integration into the patient's medical record. Throughout the intervention, platform usage will be monitored, including login frequency, duration of use, and the number of evaluations performed.
Interventions
The intervention involves the DIAGEN-IA platform, a diagnostic support tool designed to identify pediatric neurological diseases with a genetic basis. Using a Bayesian network model and integrating ontologies such as ORDO, HPO, and HOOM, DIAGEN-IA links phenotypic data entered by physicians to suggested diagnoses and tests. Pediatric neurologists will be trained to use the platform during a 12-month intervention. DIAGEN-IA allows clinicians to input clinical and diagnostic data, generating differential diagnoses and recommended tests, with results exportable in PDF for integration into medical records. Platform usage will be tracked, including login frequency, time spent, and evaluations performed.
Eligibility Criteria
You may qualify if:
- Neuropediatricians working in the Carlos Van Buren Hospital.
- Participants providing care to pediatric patients (under 18 years of age).
- Native Spanish speakers or those with certified C1-level Spanish proficiency according to the Common European Framework of Reference for Languages.
- Professionals responsible for referring pediatric patients with suspected rare diseases to a clinical geneticist.
You may not qualify if:
- Refusal to participate.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Universidad Nacional Andres Bellolead
- Hospital Carlos Van Burencollaborator
- Sociedad Chilena de Pediatríacollaborator
Study Sites (1)
Hospital Carlos Van Buren
Valparaíso, Región de Valparaíso, 2341131, Chile
Related Links
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- STUDY DIRECTOR
Nicole Nakousi-Capurro, MD
Hospital Carlos Van Buren
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- NA
- Masking
- NONE
- Masking Details
- The data analyst will be masked to trial results.
- Purpose
- DIAGNOSTIC
- Intervention Model
- SINGLE GROUP
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Methodologist
Study Record Dates
First Submitted
December 5, 2024
First Posted
December 10, 2024
Study Start
December 10, 2024
Primary Completion
October 30, 2025
Study Completion
December 30, 2025
Last Updated
May 29, 2025
Record last verified: 2025-05