tech-by-design/polyglot-prime
Dec 2024 – Oct 2025
11 Months active
Languages Used
XMLXSLTxsltPostgreSQLSQLTypeScriptExcelJava
Technical Skills
Data TransformationDocumentationHealthcare Data StandardsXMLXML ProcessingXSLT
Cibi Jacob
PROFILE
Cibi Jacob
Cibi Jacob engineered and maintained the healthcare data interoperability platform tech-by-design/polyglot-prime, delivering robust CCDA-to-FHIR transformation pipelines and data ingestion workflows. He applied XSLT, SQL, and TypeScript to automate extraction, mapping, and validation of clinical data, supporting multiple EHR formats and FHIR standards. His work included building end-to-end ingestion channels with Mirth Connect, implementing privacy-conscious PHI handling, and enhancing data lineage, traceability, and replay reliability. Cibi addressed complex data modeling, schema evolution, and deployment safety, while resolving critical bugs and optimizing for analytics readiness. His contributions reflect deep expertise in healthcare data standards, backend development, and operational reliability.
Overall Statistics
Feature vs Bugs
68%Features
Repository Contributions
198Total
Bugs
25
Commits
198
Features
54
Lines of code
86,471
Activity Months11
Your Network
45 peopleSame Organization
@citrusinformatics.com14
Work History
October 2025
38 Commits • 17 Features
Oct 1, 2025October 2025 (2025-10) performance summary for tech-by-design/polyglot-prime focused on strengthening data completeness, deployment safety, and end-to-end data pipelines. Key data governance and analytics enablers shipped, along with enhancements to healthcare data handling (FHIR/CCDA) and replay capabilities. The work improved analytics readiness, data provenance, and reliability of ingestion and transformation workflows while reducing deployment risk.
38 Commits • 17 Features
Oct 1, 2025October 2025 (2025-10) performance summary for tech-by-design/polyglot-prime focused on strengthening data completeness, deployment safety, and end-to-end data pipelines. Key data governance and analytics enablers shipped, along with enhancements to healthcare data handling (FHIR/CCDA) and replay capabilities. The work improved analytics readiness, data provenance, and reliability of ingestion and transformation workflows while reducing deployment risk.
October 2025
September 2025
23 Commits • 5 Features
Sep 1, 2025September 2025 (2025-09) delivered performance-driven data processing enhancements and critical HL7/FHIR fixes across the polyglot-prime stack. Key features include CCDA Replay schema extension and dependent function updates; CSV ZIP processing improvements with denormalization pathways and validation scripts; and RLS-ready tenant_id integration enabling Fusion Auth flows. Major bugs fixed include header extraction corrections, resource creation fixes for grouper/observations, and maintenance-focused cleanup for the 1905 release. These changes increased data throughput, reliability, and security, while strengthening release readiness and integration capabilities.
September 2025
23 Commits • 5 Features
Sep 1, 2025September 2025 (2025-09) delivered performance-driven data processing enhancements and critical HL7/FHIR fixes across the polyglot-prime stack. Key features include CCDA Replay schema extension and dependent function updates; CSV ZIP processing improvements with denormalization pathways and validation scripts; and RLS-ready tenant_id integration enabling Fusion Auth flows. Major bugs fixed include header extraction corrections, resource creation fixes for grouper/observations, and maintenance-focused cleanup for the 1905 release. These changes increased data throughput, reliability, and security, while strengthening release readiness and integration capabilities.
August 2025
14 Commits • 3 Features
Aug 1, 2025August 2025 performance summary: Delivered major CCDA-to-FHIR transformation enhancements, expanded ingestion capabilities, and enhanced data traceability, driving higher data quality, reliable processing, and greater compliance. The work strengthened the CCDA processing pipeline, produced accurate FHIR bundles, and boosted visibility into processing outcomes for faster issue resolution and audits.
14 Commits • 3 Features
Aug 1, 2025August 2025 performance summary: Delivered major CCDA-to-FHIR transformation enhancements, expanded ingestion capabilities, and enhanced data traceability, driving higher data quality, reliable processing, and greater compliance. The work strengthened the CCDA processing pipeline, produced accurate FHIR bundles, and boosted visibility into processing outcomes for faster issue resolution and audits.
August 2025
July 2025
28 Commits • 8 Features
Jul 1, 2025July 2025 monthly summary for tech-by-design/polyglot-prime focusing on delivering interoperable CCDA to FHIR transformations, improving data quality, and strengthening maintainability. The month combined substantial feature delivery, critical bug fixes, and targeted architectural improvements across XSLT, channel organization, and HL7 integration. Key outcomes include expanded FHIR-compliant observation resources, improved dataAbsentReason handling, and enhanced data lineage (derivedFrom) and grouper relationships, enabling more accurate clinical reporting and downstream analytics. In addition, repository hygiene and documentation were strengthened to reduce onboarding time and support future deployments.
July 2025
28 Commits • 8 Features
Jul 1, 2025July 2025 monthly summary for tech-by-design/polyglot-prime focusing on delivering interoperable CCDA to FHIR transformations, improving data quality, and strengthening maintainability. The month combined substantial feature delivery, critical bug fixes, and targeted architectural improvements across XSLT, channel organization, and HL7 integration. Key outcomes include expanded FHIR-compliant observation resources, improved dataAbsentReason handling, and enhanced data lineage (derivedFrom) and grouper relationships, enabling more accurate clinical reporting and downstream analytics. In addition, repository hygiene and documentation were strengthened to reduce onboarding time and support future deployments.
June 2025
24 Commits • 5 Features
Jun 1, 2025June 2025 performance summary for tech-by-design/polyglot-prime. Delivered substantial improvements across data extraction, ingestion, and FHIR/CCD conversion workflows, with strong emphasis on data quality, interoperability, and operational reliability. Maintained momentum on feature delivery while stabilizing critical data-processing bugs, enhancing business value and developer capabilities.
24 Commits • 5 Features
Jun 1, 2025June 2025 performance summary for tech-by-design/polyglot-prime. Delivered substantial improvements across data extraction, ingestion, and FHIR/CCD conversion workflows, with strong emphasis on data quality, interoperability, and operational reliability. Maintained momentum on feature delivery while stabilizing critical data-processing bugs, enhancing business value and developer capabilities.
June 2025
May 2025
18 Commits • 1 Features
May 1, 2025May 2025: Delivered the CCDA/Medent/Epic to FHIR Transformation Core with data quality enhancements, consolidating multiple XSLT improvements into a single business-facing feature. Implemented robust patient identity management (CIN, MRN, SSN) and comprehensive SDOH and race/ethnicity mappings, enabling accurate patient matching and richer clinical context in FHIR bundles. Extended the transformation to include Medent CCDA Procedure details and updated Epic CCDA FHIR bundle Patient resource logic, while enforcing privacy-conscious data handling and consent alignment. Fixed critical data quality and interoperability bugs, including ensuring a single MRN/CIN/SSN per patient, correcting identifiers in Patient/Organization resources, refining encounter data, and filtering CCDA data to relevant content. The work enhances interoperability with downstream systems, supports analytics and reporting, and demonstrates mastery of XSLT-driven transformations, FHIR modeling, and CCDA pipelines.
May 2025
18 Commits • 1 Features
May 1, 2025May 2025: Delivered the CCDA/Medent/Epic to FHIR Transformation Core with data quality enhancements, consolidating multiple XSLT improvements into a single business-facing feature. Implemented robust patient identity management (CIN, MRN, SSN) and comprehensive SDOH and race/ethnicity mappings, enabling accurate patient matching and richer clinical context in FHIR bundles. Extended the transformation to include Medent CCDA Procedure details and updated Epic CCDA FHIR bundle Patient resource logic, while enforcing privacy-conscious data handling and consent alignment. Fixed critical data quality and interoperability bugs, including ensuring a single MRN/CIN/SSN per patient, correcting identifiers in Patient/Organization resources, refining encounter data, and filtering CCDA data to relevant content. The work enhances interoperability with downstream systems, supports analytics and reporting, and demonstrates mastery of XSLT-driven transformations, FHIR modeling, and CCDA pipelines.
April 2025
17 Commits • 6 Features
Apr 1, 2025April 2025 monthly summary for tech-by-design/polyglot-prime: Delivered significant CCDA to FHIR transformation improvements, strengthened validation, and hardened resource identity, driving interop, data quality, and governance. Highlights include end-to-end feature delivery, targeted bug fixes, and a clear release milestone that supports deployment and maintainability.
17 Commits • 6 Features
Apr 1, 2025April 2025 monthly summary for tech-by-design/polyglot-prime: Delivered significant CCDA to FHIR transformation improvements, strengthened validation, and hardened resource identity, driving interop, data quality, and governance. Highlights include end-to-end feature delivery, targeted bug fixes, and a clear release milestone that supports deployment and maintainability.
April 2025
March 2025
13 Commits • 3 Features
Mar 1, 2025Concise March 2025 monthly summary for tech-by-design/polyglot-prime highlighting business value and technical achievements across CCDA-to-FHIR transformations.
March 2025
13 Commits • 3 Features
Mar 1, 2025Concise March 2025 monthly summary for tech-by-design/polyglot-prime highlighting business value and technical achievements across CCDA-to-FHIR transformations.
February 2025
11 Commits • 4 Features
Feb 1, 2025February 2025 performance summary for tech-by-design/polyglot-prime focused on delivering robust FHIR interoperability enhancements and CCDA-to-FHIR pipeline improvements. The month emphasized environmental flexibility, data quality, and clear documentation to support reliable deployments across multiple IG versions and Epic CCDA scenarios.
11 Commits • 4 Features
Feb 1, 2025February 2025 performance summary for tech-by-design/polyglot-prime focused on delivering robust FHIR interoperability enhancements and CCDA-to-FHIR pipeline improvements. The month emphasized environmental flexibility, data quality, and clear documentation to support reliable deployments across multiple IG versions and Epic CCDA scenarios.
February 2025
January 2025
8 Commits • 1 Features
Jan 1, 2025January 2025 focused on enabling robust data interoperability by delivering a progressive CDA (CCDA) to FHIR bundle transformation using XSLT for tech-by-design/polyglot-prime. The work established automated extraction and mapping of patient, encounter, observation, consent, and organization data into corresponding FHIR resources, with iterative enhancements to data attributes, references, and filtering.
January 2025
8 Commits • 1 Features
Jan 1, 2025January 2025 focused on enabling robust data interoperability by delivering a progressive CDA (CCDA) to FHIR bundle transformation using XSLT for tech-by-design/polyglot-prime. The work established automated extraction and mapping of patient, encounter, observation, consent, and organization data into corresponding FHIR resources, with iterative enhancements to data attributes, references, and filtering.
December 2024
4 Commits • 1 Features
Dec 1, 2024December 2024: Delivered PHI-safe CCDA/CCD data extraction improvements for tech-by-design/polyglot-prime. Implemented XSLT-based enhancements to protect PHI in CCD data, improve tag extraction, added consent handling, and enhanced social history extraction for CCDA documents. Documentation updates accompanied the changes to ensure clarity, compliance, and maintainability.
4 Commits • 1 Features
Dec 1, 2024December 2024: Delivered PHI-safe CCDA/CCD data extraction improvements for tech-by-design/polyglot-prime. Implemented XSLT-based enhancements to protect PHI in CCD data, improve tag extraction, added consent handling, and enhanced social history extraction for CCDA documents. Documentation updates accompanied the changes to ensure clarity, compliance, and maintainability.
December 2024
Activity
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Quality Metrics
Correctness87.6%
Maintainability85.0%
Architecture82.6%
Performance77.2%
AI Usage21.2%
Skills & Technologies
Programming Languages
ExcelJavaJavaScriptMarkdownPL/pgSQLPLpgSQLPostgreSQLSQLTypeScriptXML
Technical Skills
API DevelopmentAPI IntegrationBackend DevelopmentBug FixingCCDACCDA ProcessingCCDA to FHIR ConversionCDACode RefactoringConcurrency ControlConfiguration ManagementData EngineeringData HandlingData IngestionData Integration
Repositories Contributed To
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