Family Medicine Hospitalist

Pay: $80 - $115/hour

Required Skills
Family Medicine
Quality Assurance
CDI
Inpatient Medicine
Clinical Documentation
About micro1
micro1 is a data lab that helps AI labs & Enterprises train foundational models and agents. We provide frontier evaluations and reinforcement learning environments to improve LLM capabilities, as well as contextual evaluations to monitor and improve AI agents in enterprise settings.

Our AI recruiting agent sources and vets domain experts for our data platform that enables rapid production of high-quality training data. Our research spans high-value, specialized domains (legal, medical, finance, coding, etc.), where expert-level data is the hardest to produce and most valuable for advanced model performance. Our pipeline performance system ensures both quality and velocity.

Role Title: Family Medicine Hospitalist

Role Type: Contractor

Location: Remote

micro1 is engaging Family Medicine Hospitalist Physicians to contribute their medical expertise to a customer project focused on inpatient care and documentation standards. In this role, you’ll apply your broad clinical training to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input.

Scope of Work

Review medical records, including FHIR data and clinical notes, for AI training.
Check whether clinical information and claims are supported by the medical record.
Review inpatient documentation, including HPI, PMH, assessments, and plans.
Follow clear guidelines and apply the same standards consistently.
Identify missing, incorrect, or inconsistent information in medical records.
Share feedback to help improve AI models and data quality.
Communicate clearly with the project team about your work and findings.

Preferred Qualifications

At least 5 years of hospitalist experience.
MD or DO, board certified in Family Medicine (or Family Medicine with a Hospital Medicine focus or certification).
Current or recent inpatient/hospitalist experience (within the last 2 years).
Strong understanding of inpatient documentation and hospital workflows, including admission, daily progress notes, transitions of care, and discharge.
Comfortable reviewing clinical notes and raw medical record data.
Strong attention to detail and ability to follow clear guidelines consistently.
Experience with chart review, clinical documentation improvement, utilization review, or medical coding/QA is a plus.
Experience across a broad patient mix, such as adult medicine, geriatrics, pediatrics, or obstetric/newborn care, is a plus. Family medicine’s cross-population training is especially valuable here.
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