Project Talia – AI for Improved Mental Health

Deep learning for the prediction of clinical outcomes in internet-delivered CBT for depression and anxiety

Niranjani Prasad, Isabel Chien, Tim Regan, Angel Enrique, Jorge Palacios, Dessie Kegan, Usman Munir, Ryutaro Tanno, Hannah Richardson (nee Murfet), Aditya Nori, Derek Richards, Gavin Doherty, Danielle Belgrave, Anja Thieme

PLOS ONE | November 2023, Vol 18(11)

PDF Publication DOI

Designing Human-Centered AI for Mental Health: Developing Clinically Relevant Applications for Online CBT Treatment

Anja Thieme, Maryann Hanratty, Maria Lyons, Jorge E. Palacios , Rita Marques, Cecily Morrison, Gavin Doherty

ACM ToCHI | August 2022

accepted for publication (to appear)

Publication

“I wrote as if I were telling a story to someone I knew.”: Designing Chatbot Interactions for Expressive Writing in Mental Health

SoHyun Park, Anja Thieme, Jeongyun Han, Sungwoo Lee, Wonjong Rhee, Bongwon Suh

Designing Interactive Systems | June 2021

Publication DOI

Machine Learning in Mental Health: A Systematic Review of the HCI Literature to Support Effective ML System Design

Anja Thieme, Danielle Belgrave, Gavin Doherty

ACM Transactions on Computer-Human Interaction (TOCHI) | August 2020, Vol 27(5)

Publication

A Machine Learning Approach to Understanding Patterns of Engagement With Internet-Delivered Mental Health Interventions.

Isabel Chien, Angel Enrique, Jorge Palacios, Tim Regan, Dessie Keegan, David Carter, Sebastian Tschiatschek, Aditya Nori, Anja Thieme, Derek Richards, Gavin Doherty, Danielle Belgrave

JAMA Network | June 2020, Vol 3(7)

DOI Publication

Towards Using AI to Augment Human Support in Digital Mental Healthcare

Prerna Chikersal, Gavin Doherty, Anja Thieme

April 2020

CHI 2020 workshop paper - Technology Ecosystems: Rethinking Resources for Mental Health

Publication

Understanding Client Support Strategies to Improve Clinical Outcomes in an Online Mental Health Intervention

Prerna Chikersal, Danielle Belgrave, Gavin Doherty, Angel Enrique, Jorge E. Palacios, Derek Richards, Anja Thieme

CHI 2020 | April 2020

http://dx.doi.org/10.1145/3313831.3376341

Author's Version

Machine learning applications: reflections on mental health assessment and ethics

Anja Thieme, Danielle Belgrave, Akane Sano, Gavin Doherty

ACM Interactions Magazine | February 2020

Publication

Designing for Digital Wellbeing: A Research & Practice Agenda

Marta E. Cecchinato, John Rooksby, Alexis Hiniker, Sean Munson, Kai Lukoff, Luigina Ciolfi, Anja Thieme, Daniel Harrison

CHI 2019 | March 2019

Publication

Deep learning for the prediction of clinical outcomes in internet-delivered CBT for depression and anxiety

Niranjani Prasad, Isabel Chien, Tim Regan, Angel Enrique, Jorge Palacios, Dessie Kegan, Usman Munir, Ryutaro Tanno, Hannah Richardson (nee Murfet), Aditya Nori, Derek Richards, Gavin Doherty, Danielle Belgrave, Anja Thieme

PLOS ONE | November 2023, Vol 18(11)

PDF Publication DOI

Designing Human-Centered AI for Mental Health: Developing Clinically Relevant Applications for Online CBT Treatment

Anja Thieme, Maryann Hanratty, Maria Lyons, Jorge E. Palacios , Rita Marques, Cecily Morrison, Gavin Doherty

ACM ToCHI | August 2022

accepted for publication (to appear)

Publication

Machine Learning in Mental Health: A Systematic Review of the HCI Literature to Support Effective ML System Design

Anja Thieme, Danielle Belgrave, Gavin Doherty

ACM Transactions on Computer-Human Interaction (TOCHI) | August 2020, Vol 27(5)

Publication

A Machine Learning Approach to Understanding Patterns of Engagement With Internet-Delivered Mental Health Interventions.

Isabel Chien, Angel Enrique, Jorge Palacios, Tim Regan, Dessie Keegan, David Carter, Sebastian Tschiatschek, Aditya Nori, Anja Thieme, Derek Richards, Gavin Doherty, Danielle Belgrave

JAMA Network | June 2020, Vol 3(7)

DOI Publication

Understanding Client Support Strategies to Improve Clinical Outcomes in an Online Mental Health Intervention

Prerna Chikersal, Danielle Belgrave, Gavin Doherty, Angel Enrique, Jorge E. Palacios, Derek Richards, Anja Thieme

CHI 2020 | April 2020

http://dx.doi.org/10.1145/3313831.3376341

Author's Version

Deep learning for the prediction of clinical outcomes in internet-delivered CBT for depression and anxiety

Niranjani Prasad, Isabel Chien, Tim Regan, Angel Enrique, Jorge Palacios, Dessie Kegan, Usman Munir, Ryutaro Tanno, Hannah Richardson (nee Murfet), Aditya Nori, Derek Richards, Gavin Doherty, Danielle Belgrave, Anja Thieme

PLOS ONE | November 2023, Vol 18(11)

PDF Publication DOI

Designing Human-Centered AI for Mental Health: Developing Clinically Relevant Applications for Online CBT Treatment

Anja Thieme, Maryann Hanratty, Maria Lyons, Jorge E. Palacios , Rita Marques, Cecily Morrison, Gavin Doherty

ACM ToCHI | August 2022

accepted for publication (to appear)

Publication

“I wrote as if I were telling a story to someone I knew.”: Designing Chatbot Interactions for Expressive Writing in Mental Health

SoHyun Park, Anja Thieme, Jeongyun Han, Sungwoo Lee, Wonjong Rhee, Bongwon Suh

Designing Interactive Systems | June 2021

Publication DOI

Machine Learning in Mental Health: A Systematic Review of the HCI Literature to Support Effective ML System Design

Anja Thieme, Danielle Belgrave, Gavin Doherty

ACM Transactions on Computer-Human Interaction (TOCHI) | August 2020, Vol 27(5)

Publication

A Machine Learning Approach to Understanding Patterns of Engagement With Internet-Delivered Mental Health Interventions.

Isabel Chien, Angel Enrique, Jorge Palacios, Tim Regan, Dessie Keegan, David Carter, Sebastian Tschiatschek, Aditya Nori, Anja Thieme, Derek Richards, Gavin Doherty, Danielle Belgrave

JAMA Network | June 2020, Vol 3(7)

DOI Publication

Towards Using AI to Augment Human Support in Digital Mental Healthcare

Prerna Chikersal, Gavin Doherty, Anja Thieme

April 2020

CHI 2020 workshop paper - Technology Ecosystems: Rethinking Resources for Mental Health

Publication

Understanding Client Support Strategies to Improve Clinical Outcomes in an Online Mental Health Intervention

Prerna Chikersal, Danielle Belgrave, Gavin Doherty, Angel Enrique, Jorge E. Palacios, Derek Richards, Anja Thieme

CHI 2020 | April 2020

http://dx.doi.org/10.1145/3313831.3376341

Author's Version

Machine learning applications: reflections on mental health assessment and ethics

Anja Thieme, Danielle Belgrave, Akane Sano, Gavin Doherty

ACM Interactions Magazine | February 2020

Publication

Designing for Digital Wellbeing: A Research & Practice Agenda

Marta E. Cecchinato, John Rooksby, Alexis Hiniker, Sean Munson, Kai Lukoff, Luigina Ciolfi, Anja Thieme, Daniel Harrison

CHI 2019 | March 2019

Publication

A Machine Learning Approach to Understanding Patterns of Engagement With Internet-Delivered Mental Health Interventions.

Isabel Chien, Angel Enrique, Jorge Palacios, Tim Regan, Dessie Keegan, David Carter, Sebastian Tschiatschek, Aditya Nori, Anja Thieme, Derek Richards, Gavin Doherty, Danielle Belgrave

JAMA Network | June 2020, Vol 3(7)

DOI Publication

Deep learning for the prediction of clinical outcomes in internet-delivered CBT for depression and anxiety

Niranjani Prasad, Isabel Chien, Tim Regan, Angel Enrique, Jorge Palacios, Dessie Kegan, Usman Munir, Ryutaro Tanno, Hannah Richardson (nee Murfet), Aditya Nori, Derek Richards, Gavin Doherty, Danielle Belgrave, Anja Thieme

PLOS ONE | November 2023, Vol 18(11)

PDF Publication DOI

Designing Human-Centered AI for Mental Health: Developing Clinically Relevant Applications for Online CBT Treatment

Anja Thieme, Maryann Hanratty, Maria Lyons, Jorge E. Palacios , Rita Marques, Cecily Morrison, Gavin Doherty

ACM ToCHI | August 2022

accepted for publication (to appear)

Publication

Machine Learning in Mental Health: A Systematic Review of the HCI Literature to Support Effective ML System Design

Anja Thieme, Danielle Belgrave, Gavin Doherty

ACM Transactions on Computer-Human Interaction (TOCHI) | August 2020, Vol 27(5)

Publication

A Machine Learning Approach to Understanding Patterns of Engagement With Internet-Delivered Mental Health Interventions.

Isabel Chien, Angel Enrique, Jorge Palacios, Tim Regan, Dessie Keegan, David Carter, Sebastian Tschiatschek, Aditya Nori, Anja Thieme, Derek Richards, Gavin Doherty, Danielle Belgrave

JAMA Network | June 2020, Vol 3(7)

DOI Publication

“I wrote as if I were telling a story to someone I knew.”: Designing Chatbot Interactions for Expressive Writing in Mental Health

SoHyun Park, Anja Thieme, Jeongyun Han, Sungwoo Lee, Wonjong Rhee, Bongwon Suh

Designing Interactive Systems | June 2021

Publication DOI

Understanding Client Support Strategies to Improve Clinical Outcomes in an Online Mental Health Intervention

Prerna Chikersal, Danielle Belgrave, Gavin Doherty, Angel Enrique, Jorge E. Palacios, Derek Richards, Anja Thieme

CHI 2020 | April 2020

http://dx.doi.org/10.1145/3313831.3376341

Author's Version

Designing for Digital Wellbeing: A Research & Practice Agenda

Marta E. Cecchinato, John Rooksby, Alexis Hiniker, Sean Munson, Kai Lukoff, Luigina Ciolfi, Anja Thieme, Daniel Harrison

CHI 2019 | March 2019

Publication

Towards Using AI to Augment Human Support in Digital Mental Healthcare

Prerna Chikersal, Gavin Doherty, Anja Thieme

April 2020

CHI 2020 workshop paper - Technology Ecosystems: Rethinking Resources for Mental Health

Publication

Machine learning applications: reflections on mental health assessment and ethics

Anja Thieme, Danielle Belgrave, Akane Sano, Gavin Doherty

ACM Interactions Magazine | February 2020

Publication