About The Position

24-MAG LLC is offering a fully remote freelance/contract consulting opportunity for experienced Pediatric Hospitalists and physicians with expertise in inpatient pediatric medicine. The work involves reviewing pediatric medical records, clinical notes, structured healthcare data, and FHIR resources; evaluating whether clinical statements are supported by the underlying record; and assessing the accuracy, completeness, and consistency of pediatric information used in advanced AI training and evaluation. The role applies pediatric hospital medicine expertise to inpatient documentation, developmental and birth history, immunization status, age-appropriate clinical reasoning, treatment plans, and weight-based medication assessment. Consultants provide structured written evaluations, identify unsupported conclusions and documentation discrepancies, and offer actionable feedback to improve medical data quality and AI model performance. Prior AI training or evaluation experience is not required. The engagement is remote and pays $80–$115 per hour. The posting states that 50 openings are available.

Requirements

  • Current or recent inpatient pediatric hospitalist experience, ideally within the past 2 years.
  • Strong clinical expertise in inpatient pediatrics and hospital-based pediatric patient management.
  • Understanding of pediatric admission procedures and inpatient clinical evaluations.
  • Experience reviewing daily progress notes, clinical assessments, treatment plans, and discharge summaries.
  • Knowledge of pediatric HPI, PMH, and clinical documentation standards.
  • Practical understanding of birth history, developmental milestones, and immunization documentation.
  • Experience evaluating pediatric medication management and weight-based dosing.
  • Ability to identify age-inappropriate clinical details and inconsistencies in medical records.
  • Familiarity with electronic health records and structured clinical data.
  • Ability to determine whether medical statements are supported by the underlying patient record.
  • Strong clinical reasoning, analytical problem-solving, and professional judgment.
  • 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.

Nice To Haves

  • MD or DO qualification with board certification in Pediatrics; Pediatric Hospital Medicine subspecialty certification is also preferred.
  • At least 5 years of professional hospitalist experience.
  • Experience with clinical documentation improvement (CDI) or structured chart review.
  • Familiarity with utilization review, medical coding, or clinical quality assurance.
  • Experience across diverse pediatric populations, including general pediatrics and newborn or nursery care.
  • Experience with pediatric subspecialty co-management or complex chronic pediatric conditions.
  • Comfort reviewing FHIR resources or comparable raw healthcare information.

Responsibilities

  • Review pediatric medical records, clinical notes, and structured healthcare data, including FHIR resources.
  • Evaluate whether clinical statements and documented findings are supported by the underlying patient record.
  • Assess the accuracy, completeness, and consistency of pediatric medical information and identify discrepancies between structured data and narrative documentation.
  • Review inpatient documentation, including HPI, PMH, admission records, daily progress notes, transitions of care, and discharge documentation.
  • Assess birth history, developmental history, immunization status, and other relevant pediatric patient characteristics.
  • Evaluate clinical assessments, treatment plans, and documented medical reasoning.
  • Review pediatric medication documentation and weight-based dosing for accuracy, completeness, and clinical appropriateness.
  • Assess whether treatment considerations and clinical details are appropriate for a patient's age and developmental stage.
  • Identify medication inconsistencies, dosing discrepancies, missing information, unsupported conclusions, and documentation omissions.
  • Apply evaluation guidelines consistently to assess pediatric clinical information used in AI training and evaluation.
  • Review records for completeness, internal consistency, and alignment with documented care.
  • Document findings in clear, structured written evaluations; explain errors and clinically appropriate corrections; and communicate findings to the project team.
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