Insights & Updates

Perspectives on perioperative care, hospital efficiency, and healthcare technology from the Atidia team.

perioperative carehospital efficiency

Why Perioperative Care Is the Biggest Untapped Opportunity in Hospital Efficiency

Perioperative services account for up to 60% of hospital revenue, yet most hospitals still run them on paper, instinct, and overstretched nursing teams. Here's why that's about to change.

Dr Daniel Stiglitz · · 2 min read
Artificial IntelligenceData Science

Causal Machine Learning in Surgery: From Theory to Practice

Three groundbreaking studies showing how Causal Machine Learning could transform surgical care through better prediction, prevention, and planning.

Dr Gideon Kowadlo · · 4 min read
Artificial IntelligenceData Science

Causal ML in Healthcare: Beyond Prediction to Prevention

Every day, surgical departments face critical decisions that impact patient lives. Discover how Causal Machine Learning transforms healthcare decision-making beyond traditional AI.

Dr Gideon Kowadlo · · 5 min read
Artificial IntelligenceData Science

Examples of Open Health Data

Fantastic examples of relatively open healthcare datasets, representing important progress toward publicly accessible health data.

Dr Gideon Kowadlo · · 2 min read
Artificial IntelligenceData Science

The Pressing Need for Large-Scale Public Health Data

Sharing big health datasets could spark innovation in AI, leading to breakthroughs and better care, while protecting patient privacy.

Dr Gideon Kowadlo · · 4 min read
Artificial IntelligenceData Science

Personalised Patient Questionnaires With LLM Agentic Workflows

Surgical questionnaires can adapt to each patient, emphasizing relevant inquiries while reducing time and effort through agentic AI workflows that streamline clinical information gathering.

Yoel Mittelberg · · 3 min read
Artificial IntelligenceData Science

Surgical Risk Prediction with Machine Learning

Atidia's research in collaboration with Austin Health: the development of Machine Learning models for surgical risk prediction. This work highlights the potential of EHR data to improve patient outcomes and operational efficiency.

Yoel Mittelberg · · 7 min read
Artificial IntelligenceData Science

Using LLMs to Summarise Trends in Clinical Test Reports

Using Large Language Models (LLMs) to summarise trends in clinical test reports. This project presented interesting challenges and generated insights that could be valuable for others working in this area.

Yoel Mittelberg · · 10 min read