Publications
Validation, conferences, news, and publications
Every performance claim Loon makes traces back to a peer-reviewed paper, an independent benchmark, or a public conference presentation. Here is the full record.
Scientific validation
medRxiv · 2026Monte Carlo Committee Simulation with Large Language Models for Predicting Drug Reimbursement Recommendations and Conditions: A Novel Neurosymbolic AI ApproachPediatric Academic Societies · 2026 · Independent validationCan Agentic AI Replicate a Cochrane Neonatal Systematic Review? An Evaluation Using Loon Lens — an independent validation by the BC Neonatal Cochrane groupValue in Health (ISPOR) · 2025 · Peer-reviewedValidating Loon Lens™ 1.0 for Autonomous Abstract Screening and Confidence-Guided Human-in-the-Loop Workflows in Systematic ReviewsValue in Health · 2025Using Autonomous Generative AI Agents for Data Extraction from Clinical Study ReportsmedRxiv · 2025Evaluating Loon Lens Pro, an AI-Driven Tool for Full-Text Screening in Systematic Reviews: A Validation StudymedRxiv · 2024Loon Lens™ 1.0 validation paper (TiAb) — Agentic AI for Title and Abstract Screening in Systematic Literature ReviewsmedRxiv · 2024Agentic AI for Streamlining Title and Abstract Screening: Addressing Precision and Evaluating Calibration of AI Guardrails in Loon Lens™ 1.0
Loon at ISPOR
ISPOR 2026 · Short courseApplied Generative AI for HEOR: Advanced Architectures
ISPOR 2025 · Issue panelAI Agents and Guardrails in HEOR: The Ultimate Solution to GenAI Shortcomings or Just Another Overhyped Tool?
Peer-reviewed publications
Value in Health Regional Issues · 2026Real-World Evidence in Action: A Comprehensive Environmental Scan of Real-World Evidence Use in Health Technology Assessments Submitted to Canada's Drug Agency From 2020 to 2024PLOS Digital HealthOutlier Analysis for Accelerating Clinical Discovery: An Augmented Intelligence Framework and a Systematic ReviewUniversity of OttawaAugmented Intelligence for Clinical Discovery: Implementing Outlier Analysis to Accelerate Disease Knowledge and Therapeutics
All publications on Google ScholarKeynotes
The Why Behind AI— Dr. Janoudi's keynote discusses the use of AI in clinical research as well as applications and best practices. Innovation Gathering main stage.