About The Position

24-MAG LLC is recruiting experienced Hospitalist Physicians for a fully remote freelance/contract consulting opportunity supporting advanced AI training and evaluation initiatives. The work applies inpatient hospital medicine expertise to reviewing medical records, evaluating clinical documentation, and assessing the accuracy and completeness of healthcare information used in AI training. Assignments combine clinical reasoning, structured chart review, FHIR data interpretation, and rubric-based evaluation. Professionals will review structured FHIR data and narrative clinical notes, examine inpatient histories and findings, assess whether clinical statements and conclusions are supported by the record, and identify missing, incorrect, ambiguous, or inconsistent information. They will also evaluate AI-generated clinical content against structured guidelines and provide clear written assessments, recommendations, and feedback to project stakeholders. The posting lists 30 available openings and compensation of $70–$115 per hour.

Requirements

  • MD or DO qualification.
  • 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.
  • Ability to evaluate HPI and PMH documentation, 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, and interpreting narrative clinical notes and raw medical record information.
  • Strong clinical reasoning and professional medical judgment.
  • Ability to identify inaccurate, incomplete, or inconsistent information in medical documentation.
  • Ability to apply structured guidelines and evaluation rubrics consistently.
  • Excellent attention to detail and commitment to clinical accuracy.
  • Strong written communication skills and ability to collaborate with project stakeholders.
  • Ability to work independently and deliver consistent, high-quality clinical assessments.

Nice To Haves

  • Board certification in Internal Medicine, Pediatrics, or Hospital Medicine.
  • Experience in clinical chart review or clinical documentation improvement.
  • Familiarity with utilization review, medical coding, or healthcare quality assurance.
  • Experience across multiple inpatient services or medical specialties.
  • Familiarity with AI training or clinical model evaluation.

Responsibilities

  • 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, ambiguous, or inconsistent information in clinical documentation.
  • Evaluate inpatient documentation, including HPI and PMH, clinical assessments, treatment plans, and patient management decisions.
  • Assess consistency of clinical information with established inpatient care practices and hospital documentation standards.
  • Evaluate clinical claims, conclusions, and medical reasoning against available patient information.
  • Review AI-generated clinical content using structured evaluation guidelines and assessment rubrics.
  • Identify inaccuracies, omissions, and inconsistencies affecting medical training data and clinical interpretations.
  • Provide clinically informed explanations of errors and actionable feedback to improve AI model performance and clinical data quality.
  • Prepare clear written assessments of review findings, recommended corrections, and clinical considerations.
  • Communicate documentation discrepancies to project stakeholders and collaborate to clarify review requirements and evaluation standards.
  • Deliver consistent, high-quality clinical assessments independently and with attention to detail.
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