Remote | Family Medicine Hospitalist — $80–$115/hour

We are sharing a specialised remote consulting opportunity for experienced Family Medicine Hospitalists and Physicians with strong expertise in inpatient clinical care, Family Medicine, medical record review, clinical documentation improvement, and healthcare quality assurance to contribute their professional knowledge to advanced AI training and evaluation initiatives.

Selected professionals will review inpatient medical records, assess clinical documentation, and evaluate the accuracy, completeness, and consistency of medical information used in AI training. The work combines broad Family Medicine expertise with structured chart review, clinical reasoning, documentation quality assessment, and cross-population medical knowledge to improve how advanced AI systems interpret and evaluate complex healthcare information.

Key Responsibilities

Clinical Record Review & Medical Data Evaluation

• Review medical records, clinical notes, and structured healthcare data, including FHIR resources.
• Evaluate whether documented clinical statements and conclusions are supported by the underlying patient record.
• Assess the accuracy, completeness, and consistency of clinical information across available documentation.
• Identify discrepancies between structured medical data and narrative clinical notes.
• Apply professional Family Medicine judgement to support accurate medical AI training and evaluation.

Inpatient Documentation & Clinical Assessment

• Review inpatient medical documentation, including history of present illness (HPI) and past medical history (PMH).
• Evaluate clinical assessments, treatment plans, and documented medical reasoning.
• Review admission records, daily progress notes, transitions of care, and discharge documentation.
• Assess relevant patient history and clinical information for completeness and internal consistency.
• Identify missing, inaccurate, or contradictory information within inpatient medical records.

Family Medicine & Cross-Population Clinical Evaluation

• Apply broad Family Medicine expertise to evaluate clinical information involving different patient populations.
• Assess documentation relating to adult medicine, geriatric care, and other relevant inpatient clinical scenarios.
• Review pediatric, obstetric, or newborn care documentation where appropriate to professional experience.
• Evaluate whether clinical assessments and treatment plans align with documented patient characteristics.
• Identify inconsistencies in clinical reasoning, patient history, and age-appropriate medical considerations.

AI Training & Clinical Quality Evaluation

• Assess medical information used to train and evaluate advanced AI systems.
• Identify unsupported clinical conclusions, documentation omissions, and inconsistencies in medical datasets.
• Apply established evaluation guidelines consistently across assigned clinical review tasks.
• Evaluate whether medical information accurately reflects documented patient circumstances and clinical care.
• Provide structured expert feedback to improve AI model performance and healthcare data quality.

Clinical Documentation Improvement & Quality Assurance

• Review medical records for completeness, accuracy, and consistency with documented patient care.
• Identify opportunities to improve clinical documentation quality and clarity.
• Document review findings through clear, structured written evaluations.
• Explain identified documentation issues and clinically appropriate corrections.
• Communicate findings effectively with the project team while maintaining consistent quality standards.

Ideal Profile

• MD or DO qualification with board certification in Family Medicine, including physicians with a Hospital Medicine focus or relevant certification, is preferred.
• At least 5 years of professional hospitalist experience is preferred.
• Current or recent inpatient hospitalist experience, ideally within the past 2 years.
• Strong clinical expertise in Family Medicine and hospital-based patient management.
• Demonstrated understanding of inpatient admission procedures and clinical evaluations.
• Experience reviewing daily progress notes, clinical assessments, treatment plans, and discharge summaries.
• Strong knowledge of history of present illness, past medical history, and inpatient documentation standards.
• Practical experience interpreting complex medical records and evaluating clinical decision-making.
• Ability to identify inaccurate, incomplete, or inconsistent clinical information.
• Familiarity with electronic health records and structured healthcare data.
• Comfort reviewing FHIR resources or comparable raw medical record information.
• Strong understanding of hospital workflows, transitions of care, and clinical documentation requirements.
• Ability to determine whether clinical statements are supported by the underlying patient record.
• Broad clinical experience involving adult medicine, geriatric care, pediatrics, or other patient populations is advantageous.
• Experience involving obstetric or newborn care is beneficial.
• Cross-population clinical expertise developed through Family Medicine training is particularly valued.
• Experience with clinical documentation improvement (CDI) or structured chart review is advantageous.
• Familiarity with utilization review, medical coding, or clinical quality assurance is beneficial.
• Strong clinical reasoning, analytical problem-solving capabilities, and professional judgement.
• Excellent attention to detail and ability to follow structured evaluation guidelines consistently.
• Clear written communication skills for explaining clinical findings and documentation discrepancies.
• Ability to work independently and communicate effectively with a remote project team.
• Prior experience with AI model training or evaluation projects is not required.

Engagement Details

• Freelance / contract engagement
• Fully remote
• Compensation: $80–$115/hour
• 50 available openings
• Professional Focus: Family Medicine, inpatient clinical care, hospitalist practice, and medical documentation evaluation.
• Preferred Experience: At least 5 years of hospitalist experience, with current or recent inpatient practice within the past 2 years.
• Preferred Clinical Background: MD or DO with Family Medicine board certification or a Hospital Medicine focus.
• Technical Focus: FHIR data, clinical notes, HPI, PMH, inpatient assessments, and clinical documentation quality.
• Evaluation Focus: Clinical accuracy, documentation completeness, medical record consistency, and AI training data quality.
• Responsibilities will include reviewing medical information, identifying unsupported clinical statements, and evaluating inpatient documentation.
• Assignments may involve reviewing patient histories, clinical assessments, treatment plans, and inpatient care documentation.
• Deliverables will include structured clinical reviews, medical accuracy assessments, and actionable written feedback.
• Experience in clinical documentation improvement, utilization review, or medical quality assurance is particularly relevant.
• Broad clinical experience across adult medicine, geriatrics, pediatrics, or obstetric and newborn care is advantageous.
• Work Arrangement: Remote clinical data review and AI evaluation.
• Previous experience with AI training projects is not required.

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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