Victor M.

Key Skills

Software

No software listed

Top Subject Matter

Healthcare generative AI for clinical documentation and summarization

Clinical documentation integrity auditing and labeling support for CDI and revenue cycle integrity

Legal Services & Contract Review

Top Data Types

Text

Document

Top Task Types

Text Summarization

Freelancer Overview

Senior Clinical Informatics Specialist & AI Product Lead in Contract Review, Compliance, and Legal Research. Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Epic Systems. Education includes Bachelor of Science in Nursing, University of Pennsylvania School of Nursing (2020). AI-training focus includes data types such as Text and labeling workflows including Text Summarization, Evaluation, and Rating.

Labeling Experience

Senior Clinical Informatics Specialist & AI Product Lead — HIPPOCRATIC AI (AI product lead for clinical annotation pipeline; September 2023–Present)

TextText Summarization

Led clinical data annotation and ground-truth dataset generation to train and validate generative AI for nursing documentation, patient-history summarization, and clinical decision support. Managed and evaluated a team of remote clinical annotators and built multi-tier scoring rubrics to measure clinical accuracy, tone, conciseness, and critical omissions. Performed iterative prompt engineering and A/B testing while stress-testing for edge cases and reducing downstream hallucinations through feedback loops. • Reviewed and audited 15,000+ complex clinical notes, discharge summaries, and operative reports to produce high-fidelity ground truth for model training • Directed 35+ remote clinical annotators using daily/weekly target metrics, throughput monitoring, and inter-rater reliability evaluation • Authored evaluation rubrics to score AI-generated clinical summaries against medical accuracy criteria • Identified 400+ structural inconsistencies and engineering feedback loops that reduced hallucination rates by 34%

2023 - Present

Clinical Documentation Integrity (CDI) Specialist — University of Miami Hospital & Clinics (Concurrent/retror chart auditing and provider query labeling; January 2022–September 2023)

Text

Performed concurrent and retrospective chart auditing for Clinical Documentation Integrity (CDI), evaluating documentation completeness, clinical congruency, and accurate reflection of patient acuity. Authored and deployed large volumes of clinically targeted, non-leading provider queries to resolve documentation ambiguity and improve medical record quality. Partnered with HIM/coding to align documentation and DRG assignments with resources utilized during patient encounters. • Audited 35–45 complex acute care records daily for completeness and clinical congruency across ICU, step-down, and surgical units • Drafted and deployed 1,200+ clinically targeted provider queries to clarify ambiguous diagnoses • Validated documentation against coding needs, supporting MS-DRG assignment accuracy and case-mix index recognition • Served as a concurrent auditor/physician educator to improve documentation quality for continuity and reporting

2022 - 2023

Education

Work History