QUINTUPLE-BOARD-CERTIFIED PHYSICIAN
Olga Goodman, MD
Physician-founder & Clinical AI Evaluation Architect. Active U.S. rheumatologist, founder of RheumaView™, and creator of physician-led evaluation and educational systems.
Why this clinical background matters for AI evaluation.
Dr. Goodman’s distinctive contribution is the combination of five U.S. board certifications, active responsibility for complex clinical decisions, direct imaging and procedural experience, and original evaluation architecture. It connects the question “Is this answer correct?” to “What would happen if someone acted on it?”
BREADTH
Follow the whole clinical problem
Rheumatology requires synthesis across organ systems, age groups, comorbidities, and medications. Training in internal medicine and pediatrics broadens the context for identifying missing information, unsafe generalization, and inappropriate escalation.
PRACTICE
Test the assumptions against clinical reality
Dr. Goodman personally interprets radiographs and musculoskeletal ultrasound and performs ultrasound-guided procedures. This experience informs evaluation of multimodal consistency, procedural context, and conclusions that exceed the available evidence.
ARCHITECTURE
Turn a concern into an evaluation
As founder of RheumaView™ and RheumoCore™, she develops structured rules, reference answers, scoring rubrics, severity anchors, and human-review criteria. The aim is to make a clinical finding explicit, traceable, and reproducible.
Five U.S. board certifications
ABIM / ABP
Core medical specialties
- Rheumatology — American Board of Internal Medicine (ABIM)
- Internal Medicine — American Board of Internal Medicine (ABIM)
- Pediatrics — American Board of Pediatrics (ABP)
AAOPM
Additional certifications
- Pain Management — American Academy of Procedural Medicine (AAOPM)
- Regenerative / Aesthetic Medicine — American Academy of Procedural Medicine (AAOPM)
Earlier qualifications outside the U.S.: board certifications in Obstetrics & Gynecology and Diagnostic Ultrasound / Radiology, with a prior clinical career in those fields.
Training and clinical responsibility
Rheumatology Fellowship — Allergy, Immunology & Rheumatology, Baylor College of Medicine / MD Anderson Cancer Center, Houston, Texas, 2013–2015. Combined Internal Medicine–Pediatrics Residency at WMed (formerly MSU / KCMS), 2009–2013.
In attending rheumatology practice since 2015, Dr. Goodman integrates examination, serology, imaging, longitudinal change, and treatment risk in the management of complex disease. Her experience also includes independent physician peer review of appropriateness of care and medical necessity.
Recognition for clinical observation and reasoning
AMERICAN COLLEGE OF RHEUMATOLOGY · 2014
Grand Prize of the year
ACR Annual Image Competition, presented at the 2014 American College of Rheumatology Annual Meeting.
INTERACT · 2022
Grand Prize Winner
Annual Interdisciplinary Autoimmune Summit.
What this brings to an evaluation
- Clinically grounded reference answers. Define the information a response must use, the uncertainty it must retain, and the errors that would change a real clinical decision.
- Safety-sensitive adjudication. Assess final actions, reasoning, unsupported claims, and important omissions separately, with explicit attention to potential harm.
- Controlled scenario design. Test how a change in clinical context, missing information, or claimed user role changes the model’s behavior.
- Actionable technical feedback. Link each finding to the response, evaluation conditions, supporting evidence, and a case that can be rerun.
Related work includes structured imaging and provenance in RheumaView™, clinical reasoning criteria in RheumoCore™, and physician-authored interactive education in Crucible and CASCADE. Explore the evidence and its current publication status.
PART OF THE RHEUMAVIEW™ PLATFORM
Rheumatology in Perspective
By Olga Goodman, MD · A RheumaView publication. The physician-authored publication at dr.rheumaview.com extends the RheumaView™ platform with a dedicated author site.
For extended research, methods, and demonstrations, visit RheumaView Research.
Bring clinical depth to your AI evaluation.
Discuss a clinical AI review, safety study, benchmark, or educational development project with Dr. Goodman.
Professional research and education. This site does not provide patient-specific medical care. Scope & disclaimer