About The Position

This is a fully remote freelance/contract consulting opportunity for experienced Family Medicine Hospitalists and physicians. The professional will apply inpatient clinical expertise to review medical records and documentation, assess the accuracy and consistency of clinical information, and provide structured feedback for advanced AI training and evaluation initiatives. Work includes reviewing inpatient histories, clinical notes, assessments, treatment plans, transitions of care, and discharge documentation, as well as structured healthcare data including FHIR resources. The role focuses on clinical accuracy, documentation completeness, medical record consistency, and healthcare data quality. Prior AI training or evaluation experience is not required. The opportunity is offered through 24-MAG LLC, which connects experienced professionals with remote consulting opportunities.

Requirements

  • MD or DO qualification with board certification in Family Medicine, including physicians with a Hospital Medicine focus or relevant certification; described as preferred.
  • At least 5 years of professional hospitalist experience; described as preferred.
  • Current or recent inpatient hospitalist experience, ideally within the past 2 years.
  • Strong clinical expertise in Family Medicine and hospital-based patient management.
  • Understanding of inpatient admission procedures and clinical evaluations.
  • Experience reviewing progress notes, clinical assessments, treatment plans, and discharge summaries.
  • Knowledge of HPI, PMH, and inpatient documentation standards.
  • Experience interpreting complex medical records and evaluating clinical decision-making.
  • Ability to identify inaccurate, incomplete, unsupported, or inconsistent clinical information.
  • Familiarity with electronic health records and structured healthcare data; comfort reviewing FHIR resources or comparable raw medical record information.
  • Understanding of hospital workflows, transitions of care, and clinical documentation requirements.
  • Ability to determine whether clinical statements are supported by the underlying patient record.
  • Strong clinical reasoning, analytical problem-solving, professional judgment, and attention to detail.
  • Ability to follow structured evaluation guidelines consistently and communicate findings clearly in writing.
  • Ability to work independently and communicate effectively with a remote project team.

Nice To Haves

  • Broad clinical experience in adult medicine, geriatric care, pediatrics, or other patient populations.
  • Experience with obstetric or newborn care.
  • Experience in clinical documentation improvement (CDI) or structured chart review.
  • Familiarity with utilization review, medical coding, or clinical quality assurance.
  • Previous AI training or evaluation experience is not required.

Responsibilities

  • Review medical records, clinical notes, and structured healthcare data, including FHIR resources.
  • Determine whether documented clinical statements and conclusions are supported by the underlying patient record.
  • Assess accuracy, completeness, and consistency across clinical documentation and identify discrepancies between structured data and narrative notes.
  • Review inpatient documentation, including HPI, PMH, admission records, daily progress notes, transitions of care, and discharge documentation.
  • Evaluate clinical assessments, treatment plans, and documented medical reasoning for completeness and consistency with patient information.
  • Apply Family Medicine expertise across relevant patient populations and assess age-appropriate clinical considerations.
  • Identify unsupported clinical conclusions, omissions, inaccurate information, and contradictions in medical records and datasets.
  • Apply evaluation guidelines consistently to assess information used in AI training and evaluation.
  • Provide structured clinical reviews, medical accuracy assessments, and actionable written feedback to improve AI model performance and healthcare data quality.
  • Review records for documentation quality and clarity, explain identified issues, and communicate findings to the project team.
  • Maintain consistent quality standards while working independently with a remote project team.
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