Remote | Physician AI Trainer – Hospital Medicine — $80–$125/hour

We are sharing a specialised remote consulting opportunity for experienced Physicians and Hospital Medicine Professionals with strong expertise in adult inpatient care, Internal Medicine, clinical documentation, medication management, and medical record evaluation to contribute their clinical knowledge to advanced AI training and evaluation initiatives.

Selected professionals will review clinical records, evaluate inpatient documentation, and assess the accuracy and consistency of medical information used in AI training. The work combines practical hospitalist experience with structured chart review, clinical reasoning, medication safety assessment, and documentation quality assurance to improve how advanced AI systems interpret and evaluate complex medical information.

Key Responsibilities

Clinical Record Review & Data Evaluation

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

Inpatient Documentation & Clinical Assessment

• Review adult inpatient documentation, including history of present illness (HPI) and past medical history (PMH).
• Evaluate clinical assessments, treatment plans, and documented medical reasoning.
• Assess admission records, daily progress notes, and discharge documentation.
• Review social history, relevant patient characteristics, and continuity-of-care information.
• Identify incomplete, incorrect, or inconsistent documentation within inpatient clinical workflows.

Medication Reconciliation & Clinical Safety

• Evaluate medication reconciliation records for accuracy and consistency.
• Review medication information for clinically relevant interactions and contraindications.
• Assess renal- and hepatic-adjusted dosing considerations.
• Identify potentially inappropriate medication details based on patient characteristics and documented clinical context.
• Apply hospital medicine expertise to evaluate medication-related documentation and clinical decision-making.

AI Training & Medical Quality Evaluation

• Assess medical information used to train and evaluate advanced AI systems.
• Identify unsupported clinical conclusions, missing information, and inconsistencies in AI-related medical datasets.
• Apply established evaluation guidelines consistently across assigned clinical review tasks.
• Assess whether clinical information accurately reflects relevant inpatient care standards and patient circumstances.
• Provide expert feedback to improve the accuracy and reliability of AI-generated clinical reasoning and medical data interpretation.

Clinical Documentation & Quality Assurance

• Document clinical review findings through clear, structured written evaluations.
• Explain identified documentation errors and relevant clinical corrections.
• Review medical records for completeness, internal consistency, and alignment with documented patient care.
• Contribute professional insights concerning clinical documentation improvement and inpatient workflows.
• Maintain rigorous standards of medical accuracy, attention to detail, and consistent evaluation across assigned deliverables.

Ideal Profile

• MD or DO qualification with board certification in Internal Medicine, including physicians with a Hospital Medicine-focused practice designation.
• At least 5 years of professional hospitalist experience is preferred.
• Current or recent adult inpatient hospitalist experience, ideally within the past 2 years.
• Strong clinical expertise in adult inpatient medicine and hospital-based patient management.
• Demonstrated understanding of hospital admission procedures, inpatient evaluations, and daily progress documentation.
• Experience reviewing clinical assessments, treatment plans, and discharge summaries.
• Strong knowledge of history of present illness, past medical history, and social history documentation.
• Practical experience with medication reconciliation and inpatient medication management.
• Understanding of renal and hepatic dose adjustments and clinically relevant medication interactions.
• Ability to identify inaccurate, incomplete, or inconsistent information in patient records.
• Familiarity with electronic health records and structured clinical data.
• Experience interpreting FHIR data or comparable healthcare information formats is advantageous.
• Strong understanding of hospital workflows, transitions of care, and clinical documentation standards.
• Demonstrated ability to verify whether medical statements are supported by patient records.
• Experience with chart review, clinical documentation improvement (CDI), or utilisation review is advantageous.
• Familiarity with medical coding, clinical quality assurance, or healthcare data validation is beneficial.
• Excellent clinical reasoning and analytical problem-solving capabilities.
• Strong attention to detail and ability to follow structured evaluation guidelines consistently.
• Clear written communication skills for documenting clinical assessments and review findings.
• Ability to work independently on complex medical record evaluation assignments.
• Prior experience with AI model training or evaluation projects is not required.

Engagement Details

• Freelance / contract engagement
• Fully remote — United States only
• Compensation: $80–$125/hour advertised rate range
• Payment Structure: Output-based compensation, with payment made per completed task that meets project specifications.
• Task completion time may vary according to clinical complexity, professional experience, and individual workflow.
• Minimum weekly task submission requirements apply.
• 50 available openings
• Professional Focus: Adult inpatient medicine, hospitalist practice, clinical documentation, and medical record review.
• Preferred Experience: 5+ years of hospitalist experience, with current or recent inpatient practice within the past 2 years.
• Clinical Background: MD or DO with Internal Medicine board certification.
• Technical Focus: FHIR data, clinical notes, medication reconciliation, renal and hepatic dosing considerations, and inpatient documentation quality.
• Responsibilities will involve reviewing clinical information, identifying unsupported medical claims, and assessing documentation accuracy.
• Assignments may include evaluating HPI, PMH, assessments, treatment plans, medication records, and inpatient care documentation.
• Deliverables will consist of structured clinical reviews, medical accuracy assessments, and actionable evaluation feedback.
• Experience in clinical documentation improvement, utilisation review, or medical quality assurance is particularly relevant.
• 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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