Dominik Mattioli
Human · AI · Trust

Notes on collaboration, skill, and the systems we trust.

Postdoctoral scholar at Penn State studying generative AI as a clinical teammate — with a past life building computer-vision skill assessment and automatic mesh generation for ocean models.

Generative AI · Mental health

Clinicians in the loop: AI as a teammate, not a tool

A narrative review of clinician-facing AI inside mental-health workflows — where it helps, where it quietly shifts burden, and the design choices that keep a human meaningfully in control.

Latest writing

Surgical skill

Seeing surgical skill in a fluoroscopic image

Image-based behavior analysis objectively explains the subjective scores experts assign to wire-navigation technique.

Generative AI

How real are synthetic therapy conversations?

Evaluating fidelity in generated prolonged-exposure dialogues.

Software

CHILmesh

Mixed-element meshes

Half-edge data structure for tri/quad/mixed 2D meshes.

MADMESHing

RL mesh generator

Advancing-front meshing driven by reinforcement learning.

FluoroAnalysisTool

Annotation pipeline

Semi-automated labeling of fluoroscopic images.