Physician Clinical Reasoning Reviewer – EHR Cases

OneForma; United States; Remote; USD 179,000 - 248,000; Part time

Job summary

OneForma is seeking physicians with strong clinical reasoning to review de-identified longitudinal health records for an open, remote AI-related project in the United States. You will assess medical accuracy and quality of clinical reasoning across clinical vignettes, providing evidence-based justification.

This is a thoughtful, not rapid, review process conducted on OneForma’s secure platform. Applicants must have physician-level expertise, be proficient in English (US), and reside in the

Qualifications

• Physician-level medical expertise.
• Ability to review longitudinal EHR data and clinical reasoning.
• Strong attention to detail and evidence-based justification.

Responsibilities

• Review clinical vignettes against de-identified EHR records.
• Identify inaccurate, unsupported, or missing clinical information.
• Assess whether proposed answers are medically correct and sufficiently specific.
• Determine whether alternative answers are reasonable but incorrect.
• Review clinical reasoning for gaps or contradictions.
• Document findings, confidence level, and justification.
• Flag cases needing specialty or senior adjudication.
• Participate in initial calibration before independent reviews.

Skills

Physician with strong clinicalReason

Education

MD/DO

Job description

Use your medical expertise to review clinical reasoning tasks based on de-identified longitudinal health records. This remote project is open to qualified professionals residing in the United States.

Description

We are looking for physicians with strong clinical reasoning skills to support a specialized AI-related project involving the review of clinical tasks created from sample, de-identified longitudinal electronic health record (EHR) data.

As a reviewer, you will carefully examine clinical vignettes and their supporting records to assess medical accuracy, completeness, and quality of clinical reasoning. This is not a rapid labeling task: the project requires thoughtful review, attention to detail, and clear clinical justification for your assessments.

All work is completed remotely through OneForma’s secure annotation platform. No connection to an external EHR system is required.

What you’ll do

For each assigned case, you may be asked to:

• Review a clinical vignette against the supporting de-identified EHR record.
• Identify inaccurate, unsupported, or missing clinical information.
• Assess whether the proposed answer is medically correct, sufficiently specific, and suitable for evaluation.
• Determine whether an alternative answer represents a reasonable but incorrect clinical choice.
• Review the clinical reasoning for logical gaps, contradictions, or unsupported conclusions.
• Document your findings, level of confidence, and clear clinical justification.
• Flag cases that may require review by another specialty or senior adjudication.
• Participate in an initial calibration process before completing reviews independently.

Who we’re looking for

This project is intended for physicians and medical domain experts who can demonstrate strong clinical judgment and carefully evaluate complex medical information.

To participate, you must:

• Have physician-level medical expertise.
• Be comfortable reviewing longitudinal clinical records and clinical reasoning.
• Be able to provide clear, evidence-based justification for your assessments.
• Have strong attention to detail and be comfortable working independently.
• Be proficient in English (United States).
• Currently reside in the United States.

At a glance

Domain: Healthcare / Medical

Project Type: LLM / Annotation

Location: Remote — United States only

Language: English (United States)

Pay: $150 USD per hour

Work format: Remote, task-based clinical review through OneForma’s secure annotation platform

Project period: Through October 2, 2026*

*Project dates and task availability may be subject to change based on project needs.

Project details

• Location and applicant eligibility: United States