The posting
We are sharing a specialised remote consulting opportunity for experienced Hospitalist Physicians with strong expertise in inpatient clinical care, medical record review, hospital documentation standards, and clinical quality assurance to contribute their professional knowledge to advanced AI training and evaluation initiatives.
Selected professionals will review inpatient medical records, evaluate clinical documentation, and assess the accuracy and completeness of healthcare information used in AI training. The work combines practical hospital medicine experience with structured chart review, clinical reasoning, FHIR data interpretation, and rubric-based medical evaluation to improve how advanced AI systems analyse patient information and assess clinical documentation.
Key Responsibilities
Inpatient Medical Record Review
- Review inpatient medical records, including structured FHIR data and narrative clinical notes.
- Examine patient histories, clinical findings, and supporting documentation for accuracy and completeness.
- Assess whether medical statements and clinical conclusions are supported by the underlying patient record.
- Identify missing, incorrect, or inconsistent information across different sections of clinical documentation.
- Apply practical hospital medicine expertise to evaluate the clinical relevance of documented findings.
Clinical Documentation & Hospitalist Assessment
- Evaluate inpatient documentation, including history of present illness (HPI) and past medical history (PMH).
- Review clinical assessments, treatment plans, and documented patient management decisions.
- Assess the consistency of clinical information with established inpatient care practices.
- Identify ambiguities and discrepancies affecting the interpretation of patient records.
- Apply knowledge of hospital workflows and inpatient documentation standards to clinical review assignments.
Clinical Reasoning & Medical Accuracy Evaluation
- Evaluate clinical claims and conclusions against available patient information.
- Assess the accuracy and completeness of medical reasoning in inpatient care scenarios.
- Identify unsupported conclusions, contradictory documentation, and incomplete clinical assessments.
- Review how patient histories, clinical findings, and treatment plans support documented medical decisions.
- Provide clinically informed explanations of identified errors and opportunities for improvement.
AI Training & Rubric-Based Quality Assurance
- Review medical information and AI-generated clinical content using structured evaluation guidelines.
- Apply established assessment rubrics consistently across assigned tasks.
- Identify inaccuracies, omissions, and inconsistencies affecting the quality of medical training data.
- Evaluate the reliability of clinical interpretations produced from structured and unstructured medical records.
- Provide actionable feedback to improve AI model performance and clinical data quality.
Clinical Feedback & Project Collaboration
- Prepare clear written assessments documenting clinical review findings and recommended corrections.
- Communicate medical documentation discrepancies and relevant clinical considerations to project stakeholders.
- Collaborate with project teams to clarify review requirements and evaluation standards.
- Contribute professional insights on complex inpatient cases and documentation-related questions.
- Maintain consistent quality, attention to detail, and clear communication throughout assigned deliverables.
Ideal Profile
- MD or DO qualification, preferably with board certification in Internal Medicine, Pediatrics, or Hospital Medicine.
- Current or recent inpatient hospitalist experience, ideally within the past 2 years.
- Strong understanding of inpatient clinical care and hospital medicine practices.
- Experience reviewing medical records and interpreting complex clinical documentation.
- Practical knowledge of hospital workflows and inpatient patient management.
- Familiarity with history of present illness (HPI) and past medical history (PMH) documentation.
- Experience evaluating clinical assessments, treatment plans, and supporting medical information.
- Ability to determine whether documented clinical statements are supported by patient records.
- Comfort reviewing structured healthcare data, including FHIR records.
- Proficiency in interpreting narrative clinical notes and raw medical record information.
- Strong clinical reasoning and professional medical judgement.
- Ability to identify inaccurate, incomplete, or inconsistent information in medical documentation.
- Experience applying structured guidelines and evaluation rubrics consistently.
- Excellent attention to detail and commitment to clinical accuracy.
- Strong written communication skills for explaining medical findings and documentation issues.
- Effective verbal communication and ability to collaborate with project stakeholders.
- Experience in clinical chart review or clinical documentation improvement is advantageous.
- Familiarity with utilisation review, medical coding, or healthcare quality assurance is beneficial.
- Experience working across multiple inpatient services or medical specialties is an advantage.
- Ability to work independently and deliver consistent, high-quality clinical assessments.
- Familiarity with AI training or clinical model evaluation is beneficial but not required.
Engagement Details
- Freelance / contract engagement
- Fully remote
- Compensation: $70–$115/hour
- 30 available openings
- Professional Focus: Hospital medicine, inpatient clinical documentation, and medical record evaluation.
- Preferred Qualifications: MD or DO with board certification in Internal Medicine, Pediatrics, or Hospital Medicine.
- Preferred Experience: Current or recent inpatient hospitalist practice, ideally within the past 2 years.
- Technical Focus: FHIR records, clinical notes, HPI, PMH, inpatient assessments, and treatment plans.
- Evaluation Focus: Clinical accuracy, documentation completeness, medical reasoning, and rubric-based quality assurance.
- Responsibilities will include reviewing structured and narrative medical records, validating clinical information, and identifying documentation inconsistencies.
- Assignments may involve evaluating AI-generated clinical content, applying assessment rubrics, and providing medical quality feedback.
- Deliverables will include structured clinical reviews, documented accuracy assessments, and clear written recommendations.
- Experience in chart review, clinical documentation improvement, utilisation review, or medical quality assurance is particularly relevant.
- Strong clinical judgement, independent analytical skills, and consistent application of project guidelines are important for successful execution.
About the Platform
This opportunity is available through 24-MAG LLC. We connect experienced professionals with remote consulting opportunities across technical, evaluation, and project-based workstreams.
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