Onkar P.

Key Skills

Software

No software listed

Top Subject Matter

Healthcare

Top Data Types

Image

Video

Text

Top Task Types

Transcription

Text Generation

Action Recognition

Tracking

Question Answering

Evaluation/Rating

Freelancer Overview

As a qualified medical doctor (MBBS) who cleared the FMGE on the first attempt and currently works as a Clinical Assistant in a high-acuity CVTS ICU, I have extensive experience in high-level data validation and structured clinical reasoning. My experience in AI training involves acting as a subject matter expert to evaluate, score, and refine complex medical prompts and multi-turn clinical reasoning paths. I am highly proficient in reviewing LLM-generated medical content for clinical accuracy, adherence to evidence-based protocols (such as ICD and standard clinical guidelines), and potential safety risks or hallucinations. Beyond simple labeling, my intermediate-level experience focuses on providing granular, high-quality rationales and justifications for why a specific model output is accurate, unsafe, or logically flawed. Working daily in a cardiothoracic ICU requires an uncompromising eye for detail and rapid, logical synthesis of complex clinical datasets. I leverage this exact diagnostic mindset to ensure that medical AI models are trained on highly precise, safe, and logically sound data.

Education

Work History