Pulmonary & Critical Care — Clinical AI

Jawad Abukhalaf MD

US Board-Certified Pulmonologist & Intensivist

I work with healthcare AI companies building in respiratory medicine and critical care — providing the specialist clinical judgment that grounds model development, supports regulatory validation, and keeps AI outputs defensible in real clinical settings.

ABIM Critical Care ABIM Pulmonary ABIM Internal Medicine 11 yrs clinical practice
Jawad Abukhalaf, MD

What I do

Model Validation & Ground Truth
Clinical ground-truth generation, sensitivity and specificity review, inter-rater reliability, and physician-level annotation for FDA 510(k) and De Novo submissions. Available for both pre-clearance validation studies and post-market surveillance review.
Regulatory
Dataset Annotation
Case-by-case physician review of chest CT, CXR, ICU time-series, and clinical notes. Ground truth generation for AI training datasets where specialist clinical judgment — not general medical knowledge — is what the label requires.
Training Data
Clinical Advisory
Advisory board participation, clinical workflow review, use-case validation, and failure-mode identification for companies building in my domain. Structured as hourly, retainer, or equity-plus-retainer depending on stage and scope.
Advisory
Medical Director
Ongoing Medical Director relationships for companies that require a US-licensed physician as the accountable clinical oversight layer — prior authorization review, utilization management, or regulatory compliance infrastructure.
Oversight

Where my input carries specialist authority

Mechanical Ventilation & ARDS
Ventilator management AI, lung-protective strategy, driving pressure monitoring, P-SILI detection, weaning and extubation models
Sepsis & Hemodynamic Management
Sepsis prediction models, early warning systems, hemodynamic instability alerts, vasopressor titration decision support
ICU Deterioration & Early Warning
Clinical alarm adjudication, deterioration prediction validation, real-world performance review in Level 1 trauma ICU settings
Respiratory Failure & Airway
Intubation decision support, NIV failure prediction, oxygen therapy protocols, respiratory monitoring wearables
Lung Nodule Assessment
Lung nodule AI validation from the pulmonologist's perspective — functional disease assessment, Fleischner adherence, lung cancer staging workflows
Obstructive Lung Disease
COPD and asthma management AI, exacerbation prediction models, chronic disease monitoring, prior authorization for respiratory DME and pulmonary rehab

Clinical background

Critical Care Attending
Banner Thunderbird Medical Center · Level 1 Trauma · 60-bed ICU
2025 — Present
Pulmonary & Critical Care Attending
Freestate Healthcare, Kansas · Arizona Lung, Sleep & Valley Fever Institute
2018 — 2025
Pulmonary & Critical Care Fellowship
University of New Mexico School of Medicine
2015 — 2018
Hospice & Palliative Care Fellowship
Virginia Tech Carilion School of Medicine
2014 — 2015
Internal Medicine Residency — Chief Resident
Icahn School of Medicine · Englewood Medical Center
2012 — 2014
Board Certifications
ABIM Critical Care Medicine · Pulmonary Disease · Internal Medicine
Board Eligible: Hospice & Palliative Medicine

How to work together

Hourly
Discovery calls, model review sessions, clinical evaluation discussions. No minimum commitment.
Project-Based
Fixed-scope validation studies, annotation batches, and FDA submission support with defined deliverables and timelines.
Monthly Retainer
Ongoing clinical advisory, post-market surveillance, and Medical Director relationships with predictable monthly scope.
Advisory Board
Equity-plus-retainer arrangements considered for early-stage companies where long-term alignment makes sense.

Get in touch

Schedule a Call
Calendly
Book a 30-minute call directly on my calendar. Available during US Eastern morning hours.
Email
j.abukhalaf@prosperclinical.com
For project inquiries, scope questions, or any other questions before a call.
LinkedIn
Jawad Abukhalaf, MD
Connect or send a message directly on LinkedIn.