Evidence appraisal in diagnostic decision-making
Reviews and commentary on diagnostic accuracy, bias and reproducibility.

As a consultant in evidence-based diagnostic medicine and clinical practice, I am dedicated to advancing diagnostic precision, quality management, and innovation in medicine through the integration of AI and medical data science.
My approach combines clinical expertise with technology-driven insights to enhance patient care and support evidence-based medical decision-making across imaging, digital pathology and laboratory diagnostics.
I collaborate with healthcare organisations, research teams and AI developers on diagnostic consultation, medical image annotation, AI data validation and medical LLM training — grounded in integrity, patient safety and continuous improvement.
Diagnostic medicine expert profile on Mya Care — credentialled clinician listing for patient referrals and second opinions.
Team profile at The Diamond Rehab Thailand — medical writing and evidence-based content contribution.
Pathology mentor profile — guidance in histopathology and AI-integrated digital pathology for residents and pathologists.
Verified Upwork freelancer profile — 96 completed jobs across medical content review, clinical annotation, academic writing and healthcare AI validation.
Google Scholar profile — published and cited work in pathology, diagnostics and medical AI research.
ResearchGate profile — scientific publications, project updates and collaborations in diagnostic medicine.
Consultant, Lab & Pathology at Medanta Hospital, Noida — official hospital clinician listing and appointment details.
Reviews and commentary on diagnostic accuracy, bias and reproducibility.
Source-level verification of clinical claims for editorial and research teams.
Ground-truth definition, annotation QA and error analysis for imaging and pathology models.
Contributions on AI in medicine, data quality and patient safety.