Mentoring & workshops

Mentored interdisciplinary teams building LLM- and RAG-based prototypes for real challenges of the Catalan health system, at the second edition co-organised by Hospital Clínic de Barcelona and MIT Critical Data.

Invited speaker and mentor at the GCC digital health forum on AI, data governance and workforce development, representing MIT Critical Data's clinical AI initiatives.

Mentored teams on developing and evaluating AI agents in healthcare, co-hosted by Seoul National University Hospital and MIT Critical Data, using MIT's M3 agent and the K-MIMIC multi-center ICU dataset.

Invited speaker and mentor at the Zhejiang University and MIT Critical Data joint event; presented “Data Science Workflow in the Era of GenAI” and facilitated workshops on ethical AI.

Mentored clinicians and data scientists analysing the timing of first antibiotic administration in septic shock and its association with ICU mortality.

Mentored a clinician–data scientist team evaluating whether LLMs can generate evidence-based ICU recommendations for fluids, vasopressors and antibiotics.

Led a workshop introducing high-school students to prompt engineering and safety in clinical AI.

Co-led a workshop for public health students on critical thinking, bias detection and responsible AI deployment in healthcare.

Mentored a team building an EHR-based chatbot for chronic pain education, advising on LLM evaluation using clarity, relevance and user trust metrics.

Facilitated sessions on ICU data exploration and clinical dataset bias detection, and their impact on ML performance.