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Multilingual Primary Care Physician, Clinical Documentation & AI Evaluation
Weekday (YC W21). Review outpatient clinical notes, encounter summaries, and EHR documentation for accuracy, completeness, and clinical soundness .
Core Competencies
Role fitCore Competencies
Use this summary to align your resume positioning with the role.
Demonstrates expertise in reviewing and annotating outpatient clinical documentation, ensuring accuracy and adherence to primary care standards. Proficient in providing structured feedback and refining guidelines based on clinical experience and AI-generated outputs.
Highest-signal resume keywords
MD2+ Years Post-Residency ExperienceClinical Documentation Quality ReviewAdvanced English ProficiencyFamiliarity With Epic
ATS Keywords
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Hard Skills
Clinical Note WritingOutpatient Documentation ReviewAI/ML AnnotationNote AuditingAnnotation Guidelines Development
Soft Skills
Structured FeedbackClarifying Questions
Tools & Technologies
Epic
Industry Keywords
Primary CareFamily MedicineGeneral Internal MedicineEHR DocumentationClinical Soundness
About the role
Key responsibilities & impact- Review outpatient clinical notes, encounter summaries, and EHR documentation for accuracy, completeness, and clinical soundness
- Evaluate AI-generated notes and summaries against real-world primary care documentation standards
- Annotate outpatient encounter data using detailed guidelines
- Flag omissions, hallucinations, clinical inaccuracies, and documentation gaps in AI-generated output
- Provide structured written feedback for engineering and product teams
- Contribute expert input on annotation guidelines, documentation standards, and edge-case definitions
- Raise clarifying questions about ambiguous guidance and help refine guidelines
Requirements
What you’ll need- MD
- 2+ years post-residency experience
- Currently practicing primary care, family medicine, or general internal medicine
- US-based
- Direct experience writing clinical notes in an outpatient setting
- Advanced (C1 or above) proficiency in speaking, listening, and writing in English and at least one additional language: Spanish, Chinese (Mandarin), Chinese (Cantonese), Tagalog, Russian, Haitian Creole, Korean, Arabic, Portuguese, Polish, Japanese, Turkish, Italian, Ukrainian, Romanian, Finnish, French, Danish, Catalan, Hungarian, Czech, German, Bulgarian, Indonesian, or Dutch
- Minimum availability of 10 hours/week
- Preferred: 5+ years post-residency experience
- Preferred: Familiarity with Epic
- Preferred: Experience with clinical documentation quality review, note auditing, or CDI exposure
- Preferred: Prior AI/ML annotation or model evaluation work experience, with strong performance reviews
- Preferred: Experience documenting patient care in a language other than English
Benefits
Comp & perks- Remote work
- Part-time schedule
- Flexible scheduling designed around an active clinical practice
- Reasonable accommodations upon request