LooPT CTM - Clinical Trial Matching
An EHR-embedded clinical-trial matching workflow that evaluates patient records and clinical notes against study criteria, then presents evidence for clinician review. Tijani participated in the product's development and deployment.
LooPT CTM supports the clinical-trial workflow within established care environments. It evaluates structured EHR fields and clinical notes against trial eligibility criteria, surfaces potential matches, and keeps criterion-level evidence available for review and follow-up. Tijani participated in developing and deploying the product, with engineering contributions in Clinical Trial Matching, EHR Data, Clinical Notes, Eligibility Rules, API Integration.
The problem
Clinical-trial eligibility information is distributed across structured patient fields and narrative clinical notes. Reviewing every chart manually can make it difficult to identify candidates consistently and keep the rationale visible to clinical teams.
Tijani's development and deployment role
Tijani participated in developing and deploying the LooPT clinical-trial matching workflow. His supplied project material identifies clinical-data validation, eligibility rules, API integration, auditability, and human-review paths as the engineering areas involved.
- Evaluate structured EHR data and clinical notes against trial eligibility criteria.
- Surface potential matches within the existing clinical workflow.
- Present criterion-level evidence so clinicians can review the match.
- Support documented decisions and coordinator follow-up.
Product workflow and implementation
LooPT CTM supports the clinical-trial workflow within established care environments. It evaluates structured EHR fields and clinical notes against trial eligibility criteria, surfaces potential matches, and keeps criterion-level evidence available for review and follow-up. The implementation and deployment scope described for this engagement covers the product workflows and engineering areas listed below.
- Clinical Trial Matching
- EHR Data
- Clinical Notes
- Eligibility Rules
- API Integration
- Auditability
- Human Review
Engineering scope
Tijani's participation connected the product requirements to working application functionality and deployment. The supplied project inventory identifies Clinical Trial Matching, EHR Data, Clinical Notes, Eligibility Rules, API Integration, Auditability, Human Review as the relevant implementation areas. Where a specific framework, database, or performance metric was not supplied, this case study does not invent one.
Technologies & implementation areas
- Clinical Trial Matching
- EHR Data
- Clinical Notes
- Eligibility Rules
- API Integration
- Auditability
- Human Review
Role & ownership
Tijani participated in developing and deploying the LooPT clinical-trial matching workflow. His supplied project material identifies clinical-data validation, eligibility rules, API integration, auditability, and human-review paths as the engineering areas involved. This description reflects Tijani's participation in the product's development and deployment; it does not imply that he was the sole developer, designer, or owner of the wider product.