Happy F.

Key Skills

Software

No software listed

Top Subject Matter

Pediatrics Domain Expertise

Neonatology (NICU/PICU) clinical chart review and medical safety verification

Medical fact-checking

Top Data Types

Text

Document

Top Task Types

Question Answering

Evaluation/Rating

Data Collection

Text Summarization

Fine-tuning

Freelancer Overview

Senior Consultant / Associate Professor – Pediatrics (chart validation and clinical safety verification). Brings 15+ years of professional experience across complex professional workflows, research, and quality-focused execution. Education includes Fellowship Neonatal Medicine, ECMS Institute of Child Health & Research Centre, Madurai (2020) and Doctor of Medicine in Paediatrics, Institute of Child Health & Research Centre, Madurai (Government) Medical College (2014). AI-training focus includes data types such as Medical, DICOM, and Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Medical Consultant & Content Reviewer (medical content evaluation and metadata extraction)

Text

Fact-checked and edited medical content and clinical case explanations for digital health platforms to ensure factual correctness and logical structure. Evaluated automated health summaries for grammatical clarity, scientific factuality, and coherence before database or publication use. Extracted and tabulated clinical metadata from peer-reviewed pediatric literature to support structured storage and downstream model or knowledge-base usage. • Fact-checking and validation of medical content • Output quality review of automated health summaries • Extraction and tabulation of clinical metadata from literature • Ensuring logical structure and scientific accuracy for medical cases

2012 - Present

Senior Consultant / Associate Professor – Pediatrics (chart validation and clinical safety verification)

Reviewed and validated pediatric diagnosis accuracy and medication dosages by analyzing large volumes of medical charts for safety and correctness. Applied medical reasoning to check complex clinical information and ensure outputs aligned with pediatric standards during daily review workflows. Participated in training processes by creating SOP-aligned clinical modules for residents to maintain consistent labeling-like clinical interpretations across cases. • Validated diagnostic accuracy from pediatric charts • Verified pediatric-specific medication dosages and safety • Developed SOPs and clinical training modules for consistent clinical evaluation • Ensured confidentiality and data security for sensitive health records

2012 - Present

Education

Work History