Usman Munir

Scalable emulation of protein equilibrium ensembles with generative deep learning

Sarah Lewis, Tim Hempel, Jose Jimenez-Luna, Michael Gastegger, Yu Xie, Andrew Y. K. Foong, Victor Garcia Satorras, Osama Abdin, Bastiaan S. Veeling, I. Zaporozhets, Yaoyi Chen, Soojung Yang, Arne Schneuing, Jigyasa Nigam, Federico Barbero, Vincent Stimper, Andrew Campbell, Jason Yim, Marten Lienen, Yu Shi, Shuxin Zheng, Hannes Schulz, Usman Munir, Cecilia Clementi, Frank Noé

December 2024

Preprint

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 Projet

Artificial intelligence in healthcare: transforming the practice of medicine

Junaid Bajwa, Aditya Nori, Bryan Williams, Usman Munir

Future Healthcare Journal | July 2021

Publication Vidéo

Scalable emulation of protein equilibrium ensembles with generative deep learning

Sarah Lewis, Tim Hempel, Jose Jimenez-Luna, Michael Gastegger, Yu Xie, Andrew Y. K. Foong, Victor Garcia Satorras, Osama Abdin, Bastiaan S. Veeling, I. Zaporozhets, Yaoyi Chen, Soojung Yang, Arne Schneuing, Jigyasa Nigam, Federico Barbero, Vincent Stimper, Andrew Campbell, Jason Yim, Marten Lienen, Yu Shi, Shuxin Zheng, Hannes Schulz, Usman Munir, Cecilia Clementi, Frank Noé

December 2024

Preprint

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 Projet

Artificial intelligence in healthcare: transforming the practice of medicine

Junaid Bajwa, Aditya Nori, Bryan Williams, Usman Munir

Future Healthcare Journal | July 2021

Publication Vidéo

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 Projet

Scalable emulation of protein equilibrium ensembles with generative deep learning

Sarah Lewis, Tim Hempel, Jose Jimenez-Luna, Michael Gastegger, Yu Xie, Andrew Y. K. Foong, Victor Garcia Satorras, Osama Abdin, Bastiaan S. Veeling, I. Zaporozhets, Yaoyi Chen, Soojung Yang, Arne Schneuing, Jigyasa Nigam, Federico Barbero, Vincent Stimper, Andrew Campbell, Jason Yim, Marten Lienen, Yu Shi, Shuxin Zheng, Hannes Schulz, Usman Munir, Cecilia Clementi, Frank Noé

December 2024

Preprint

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 Projet

Artificial intelligence in healthcare: transforming the practice of medicine

Junaid Bajwa, Aditya Nori, Bryan Williams, Usman Munir

Future Healthcare Journal | July 2021

Publication Vidéo