Machine learning algorithm improves the detection of NASH (NAS-based) and at-risk NASH: A development and validation study

Jenny Lee; Max Westphal; Yasaman Vali; Jerome Boursier; Salvatorre Petta; Rachel Ostroff; Leigh Alexander; Yu Chen; Celine Fournier; Andreas Geier; Sven Francque; Kristy Wonders; Dina Tiniakos; Pierre Bedossa; Mike Allison; Georgios Papatheodoridis; Helena Cortez-Pinto; Raluca Pais; Jean-Francois Dufour; Diana Julie Leeming; Stephen Harrison; Jeremy Cobbold; Adriaan G Holleboom; Hannele Yki-Järvinen; Javier Crespo; Mattias Ekstedt; Guruprasad P Aithal; Elisabetta Bugianesi; Manuel Romero-Gomez; Richard Torstenson; Morten Karsdal; Carla Yunis; Jörn M Schattenberg; Detlef Schuppan; Vlad Ratziu; Clifford Brass; Kevin Duffin; Koos Zwinderman; Michael Pavlides; Quentin M Anstee; Patrick M Bossuyt; Anstee Quentin M.; Daly Ann K.; Govaere Olivier; Cockell Simon; Tiniakos Dina; Bedossa Pierre; Burt Alastair; Oakley Fiona; Cordell Heather J.; Day Christopher P.; Wonders Kristy; Missier Paolo; McTeer Matthew; Vale Luke; Oluboyede Yemi; Breckons Matt; Bossuyt Patrick M.; Zafarmand Hadi; Vali Yasaman; Lee Jenny; Nieuwdorp Max; Holleboom Adriaan G.; Verheij Joanne; Ratziu Vlad; Clément Karine; Patino-Navarrete Rafael; Pais Raluca; Paradis Valerie; Schuppan Detlef; Schattenberg Jörn M.; Surabattula Rambabu; Myneni Sudha; Straub Beate K.; Vidal-Puig Toni; Vacca Michele; Rodrigues-Cuenca Sergio; Allison Mike; Kamzolas Ioannis; Petsalaki Evangelia; Campbell Mark; Lelliott Chris J.; Davies Susan; Orešič Matej; Hyötyläinen Tuulia; McGlinchey Aiden; Mato Jose M.; Millet Óscar; Dufour Jean-François; Berzigotti Annalisa; Masoodi Mojgan; Pavlides Michael; Harrison Stephen; Neubauer Stefan; Cobbold Jeremy; Mozes Ferenc; Akhtar Salma; Olodo-Atitebi Seliat; Banerjee Rajarshi; Kelly Matt; Shumbayawonda Elizabeth; Dennis Andrea; Andersson Anneli; Wigley Ioan; Romero-Gómez Manuel; Gómez-González Emilio; Ampuero Javier; Castell Javier; Gallego-Durán Rocío; Fernández Isabel; Montero-Vallejo Rocío; Karsdal Morten; Guldager Kring Rasmussen Daniel; Leeming Diana Julie; Sinisi Antonia; Musa Kishwar; Sandt Estelle; Tonini Manuela; Bugianesi Elisabetta; Rosso Chiara; Armandi Angelo; Marra Fabio; Gastaldelli Amalia; Svegliati Gianluca; Boursier Jérôme; Francque Sven; Vonghia Luisa; Driessen Ann; Ekstedt Mattias; Kechagias Stergios; Yki-Järvinen Hannele; Porthan Kimmo; Arola Johanna; van Mil Saskia; Papatheodoridis George; Cortez-Pinto Helena; Rodrigues Cecilia M. P.; Valenti Luca; Pelusi Serena; Petta Salvatore; Pennisi Grazia; Luca Miele; Geier Andreas; Trautwein Christian; Aithal Guruprasad P.; Francis Susan; Hockings Paul; Schneider Moritz; Newsome Philip; Hübscher Stefan; Wenn David; Rosenquist Christian; Trylesinski Aldo; Mayo Rebeca; Alonso Cristina; Duffin Kevin; Perfield James W.; Chen Yu; Yunis Carla; Tuthill Theresa; Harrington Magdalena Alicia; Miller Melissa; Chen Yan; McLeod Euan James; Ross Trenton; Bernardo Barbara; Schölch Corinna; Ertle Judith; Younes Ramy; Oldenburger Anouk; Ostroff Rachel; Alexander Leigh; Biegel Hannah; Skalshøi Kjær Mette; Mørch Harder Lea; Davidsen Peter; Mikkelsen Lars Friis; Balp Maria-Magdalena; Brass Clifford; Jennings Lori; Martic Miljen; Löffler Jürgen; Applegate Douglas; Shankar Sudha; Torstenson Richard; Céline Fournier-Poizat; Anne Llorca; Kalutkiewicz Michael; Pepin Kay; Ehman Richard; Horan Gerald; Ho Gideon; Tai Dean; Chng Elaine; Patterson Scott D.; Billin Andrew; Doward Lynda; Twiss James; Thakker Paresh; Landgren Henrik; Lackner Carolin; Gouw Annette; Hytiroglou Prodromos

doi:10.1097/HEP.0000000000000364

Machine learning algorithm improves the detection of NASH (NAS-based) and at-risk NASH: A development and validation study

Jenny Lee, Max Westphal, Yasaman Vali, Jerome Boursier, Salvatorre Petta, Rachel Ostroff, Leigh Alexander, Yu Chen, Celine Fournier, Andreas Geier, Sven Francque, Kristy Wonders, Dina Tiniakos, Pierre Bedossa, Mike Allison, Georgios Papatheodoridis, Helena Cortez-Pinto, Raluca Pais, Jean-Francois Dufour, Diana Julie LeemingStephen Harrison, Jeremy Cobbold, Adriaan G Holleboom, Hannele Yki-Järvinen, Javier Crespo, Mattias Ekstedt, Guruprasad P Aithal, Elisabetta Bugianesi, Manuel Romero-Gomez, Richard Torstenson, Morten Karsdal, Carla Yunis, Jörn M Schattenberg, Detlef Schuppan, Vlad Ratziu, Clifford Brass, Kevin Duffin, Koos Zwinderman, Michael Pavlides, Quentin M Anstee, Patrick M Bossuyt, Anstee Quentin M., Daly Ann K., Govaere Olivier, Cockell Simon, Tiniakos Dina, Bedossa Pierre, Burt Alastair, Oakley Fiona, Cordell Heather J., Day Christopher P., Wonders Kristy, Missier Paolo, McTeer Matthew, Vale Luke, Oluboyede Yemi, Breckons Matt, Bossuyt Patrick M., Zafarmand Hadi, Vali Yasaman, Lee Jenny, Nieuwdorp Max, Holleboom Adriaan G., Verheij Joanne, Ratziu Vlad, Clément Karine, Patino-Navarrete Rafael, Pais Raluca, Paradis Valerie, Schuppan Detlef, Schattenberg Jörn M., Surabattula Rambabu, Myneni Sudha, Straub Beate K., Vidal-Puig Toni, Vacca Michele, Rodrigues-Cuenca Sergio, Allison Mike, Kamzolas Ioannis, Petsalaki Evangelia, Campbell Mark, Lelliott Chris J., Davies Susan, Orešič Matej, Hyötyläinen Tuulia, McGlinchey Aiden, Mato Jose M., Millet Óscar, Dufour Jean-François, Berzigotti Annalisa, Masoodi Mojgan, Pavlides Michael, Harrison Stephen, Neubauer Stefan, Cobbold Jeremy, Mozes Ferenc, Akhtar Salma, Olodo-Atitebi Seliat, Banerjee Rajarshi, Kelly Matt, Shumbayawonda Elizabeth, Dennis Andrea, Andersson Anneli, Wigley Ioan, Romero-Gómez Manuel, Gómez-González Emilio, Ampuero Javier, Castell Javier, Gallego-Durán Rocío, Fernández Isabel, Montero-Vallejo Rocío, Karsdal Morten, Guldager Kring Rasmussen Daniel, Leeming Diana Julie, Sinisi Antonia, Musa Kishwar, Sandt Estelle, Tonini Manuela, Bugianesi Elisabetta, Rosso Chiara, Armandi Angelo, Marra Fabio, Gastaldelli Amalia, Svegliati Gianluca, Boursier Jérôme, Francque Sven, Vonghia Luisa, Driessen Ann, Ekstedt Mattias, Kechagias Stergios, Yki-Järvinen Hannele, Porthan Kimmo, Arola Johanna, van Mil Saskia, Papatheodoridis George, Cortez-Pinto Helena, Rodrigues Cecilia M. P., Valenti Luca, Pelusi Serena, Petta Salvatore, Pennisi Grazia, Luca Miele, Geier Andreas, Trautwein Christian, Aithal Guruprasad P., Francis Susan, Hockings Paul, Schneider Moritz, Newsome Philip, Hübscher Stefan, Wenn David, Rosenquist Christian, Trylesinski Aldo, Mayo Rebeca, Alonso Cristina, Duffin Kevin, Perfield James W., Chen Yu, Yunis Carla, Tuthill Theresa, Harrington Magdalena Alicia, Miller Melissa, Chen Yan, McLeod Euan James, Ross Trenton, Bernardo Barbara, Schölch Corinna, Ertle Judith, Younes Ramy, Oldenburger Anouk, Ostroff Rachel, Alexander Leigh, Biegel Hannah, Skalshøi Kjær Mette, Mørch Harder Lea, Davidsen Peter, Mikkelsen Lars Friis, Balp Maria-Magdalena, Brass Clifford, Jennings Lori, Martic Miljen, Löffler Jürgen, Applegate Douglas, Shankar Sudha, Torstenson Richard, Céline Fournier-Poizat, Anne Llorca, Kalutkiewicz Michael, Pepin Kay, Ehman Richard, Horan Gerald, Ho Gideon, Tai Dean, Chng Elaine, Patterson Scott D., Billin Andrew, Doward Lynda, Twiss James, Thakker Paresh, Landgren Henrik, Lackner Carolin, Gouw Annette, Hytiroglou Prodromos

Research output: Contribution to journal › Article

Original language	English
Pages (from-to)	258-271
Number of pages	14
Journal	Hepatology
Volume	78
DOIs	https://doi.org/10.1097/HEP.0000000000000364
Publication status	Published - 2023

Keywords

N/A

Access to Document

10.1097/HEP.0000000000000364

Cite this

Lee, J., Westphal, M., Vali, Y., Boursier, J., Petta, S., Ostroff, R., Alexander, L., Chen, Y., Fournier, C., Geier, A., Francque, S., Wonders, K., Tiniakos, D., Bedossa, P., Allison, M., Papatheodoridis, G., Cortez-Pinto, H., Pais, R., Dufour, J.-F., ... Prodromos, H. (2023). Machine learning algorithm improves the detection of NASH (NAS-based) and at-risk NASH: A development and validation study. Hepatology, 78, 258-271. https://doi.org/10.1097/HEP.0000000000000364

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title = "Machine learning algorithm improves the detection of NASH (NAS-based) and at-risk NASH: A development and validation study",

keywords = "N/A, N/A",

author = "Jenny Lee and Max Westphal and Yasaman Vali and Jerome Boursier and Salvatorre Petta and Rachel Ostroff and Leigh Alexander and Yu Chen and Celine Fournier and Andreas Geier and Sven Francque and Kristy Wonders and Dina Tiniakos and Pierre Bedossa and Mike Allison and Georgios Papatheodoridis and Helena Cortez-Pinto and Raluca Pais and Jean-Francois Dufour and Leeming, {Diana Julie} and Stephen Harrison and Jeremy Cobbold and Holleboom, {Adriaan G} and Hannele Yki-J{\"a}rvinen and Javier Crespo and Mattias Ekstedt and Aithal, {Guruprasad P} and Elisabetta Bugianesi and Manuel Romero-Gomez and Richard Torstenson and Morten Karsdal and Carla Yunis and Schattenberg, {J{\"o}rn M} and Detlef Schuppan and Vlad Ratziu and Clifford Brass and Kevin Duffin and Koos Zwinderman and Michael Pavlides and Anstee, {Quentin M} and Bossuyt, {Patrick M} and {Quentin M.}, Anstee and {Ann K.}, Daly and Govaere Olivier and Cockell Simon and Tiniakos Dina and Bedossa Pierre and Burt Alastair and Oakley Fiona and {Heather J.}, Cordell and {Christopher P.}, Day and Wonders Kristy and Missier Paolo and McTeer Matthew and Vale Luke and Oluboyede Yemi and Breckons Matt and {Patrick M.}, Bossuyt and Zafarmand Hadi and Vali Yasaman and Lee Jenny and Nieuwdorp Max and {Adriaan G.}, Holleboom and Verheij Joanne and Ratziu Vlad and Cl{\'e}ment Karine and Patino-Navarrete Rafael and Pais Raluca and Paradis Valerie and Schuppan Detlef and {J{\"o}rn M.}, Schattenberg and Surabattula Rambabu and Myneni Sudha and {Beate K.}, Straub and Vidal-Puig Toni and Vacca Michele and Rodrigues-Cuenca Sergio and Allison Mike and Kamzolas Ioannis and Petsalaki Evangelia and Campbell Mark and {Chris J.}, Lelliott and Davies Susan and Ore{\v s}i{\v c} Matej and Hy{\"o}tyl{\"a}inen Tuulia and McGlinchey Aiden and {Jose M.}, Mato and Millet {\'O}scar and Dufour Jean-Fran{\c c}ois and Berzigotti Annalisa and Masoodi Mojgan and Pavlides Michael and Harrison Stephen and Neubauer Stefan and Cobbold Jeremy and Mozes Ferenc and Akhtar Salma and Olodo-Atitebi Seliat and Banerjee Rajarshi and Kelly Matt and Shumbayawonda Elizabeth and Dennis Andrea and Andersson Anneli and Wigley Ioan and Romero-G{\'o}mez Manuel and G{\'o}mez-Gonz{\'a}lez Emilio and Ampuero Javier and Castell Javier and Gallego-Dur{\'a}n Roc{\'i}o and Fern{\'a}ndez Isabel and Montero-Vallejo Roc{\'i}o and Karsdal Morten and Daniel, {Guldager Kring Rasmussen} and {Diana Julie}, Leeming and Sinisi Antonia and Musa Kishwar and Sandt Estelle and Tonini Manuela and Bugianesi Elisabetta and Rosso Chiara and Armandi Angelo and Marra Fabio and Gastaldelli Amalia and Svegliati Gianluca and Boursier J{\'e}r{\^o}me and Francque Sven and Vonghia Luisa and Driessen Ann and Ekstedt Mattias and Kechagias Stergios and Yki-J{\"a}rvinen Hannele and Porthan Kimmo and Arola Johanna and Saskia, {van Mil} and Papatheodoridis George and Cortez-Pinto Helena and {Cecilia M. P.}, Rodrigues and Valenti Luca and Pelusi Serena and Petta Salvatore and Pennisi Grazia and Luca Miele and Geier Andreas and Trautwein Christian and {Guruprasad P.}, Aithal and Francis Susan and Hockings Paul and Schneider Moritz and Newsome Philip and H{\"u}bscher Stefan and Wenn David and Rosenquist Christian and Trylesinski Aldo and Mayo Rebeca and Alonso Cristina and Duffin Kevin and {James W.}, Perfield and Chen Yu and Yunis Carla and Tuthill Theresa and {Magdalena Alicia}, Harrington and Miller Melissa and Chen Yan and {Euan James}, McLeod and Ross Trenton and Bernardo Barbara and Sch{\"o}lch Corinna and Ertle Judith and Younes Ramy and Oldenburger Anouk and Ostroff Rachel and Alexander Leigh and Biegel Hannah and Mette, {Skalsh{\o}i Kj{\ae}r} and Lea, {M{\o}rch Harder} and Davidsen Peter and {Lars Friis}, Mikkelsen and Balp Maria-Magdalena and Brass Clifford and Jennings Lori and Martic Miljen and L{\"o}ffler J{\"u}rgen and Applegate Douglas and Shankar Sudha and Torstenson Richard and C{\'e}line Fournier-Poizat and Anne Llorca and Kalutkiewicz Michael and Pepin Kay and Ehman Richard and Horan Gerald and Ho Gideon and Tai Dean and Chng Elaine and {Scott D.}, Patterson and Billin Andrew and Doward Lynda and Twiss James and Thakker Paresh and Landgren Henrik and Lackner Carolin and Gouw Annette and Hytiroglou Prodromos",

year = "2023",

doi = "10.1097/HEP.0000000000000364",

language = "English",

volume = "78",

pages = "258--271",

journal = "Hepatology",

issn = "0270-9139",

publisher = "Philadelphia, PA : W.B. Saunders",

}

Lee, J, Westphal, M, Vali, Y, Boursier, J, Petta, S, Ostroff, R, Alexander, L, Chen, Y, Fournier, C, Geier, A, Francque, S, Wonders, K, Tiniakos, D, Bedossa, P, Allison, M, Papatheodoridis, G, Cortez-Pinto, H, Pais, R, Dufour, J-F, Leeming, DJ, Harrison, S, Cobbold, J, Holleboom, AG, Yki-Järvinen, H, Crespo, J, Ekstedt, M, Aithal, GP, Bugianesi, E, Romero-Gomez, M, Torstenson, R, Karsdal, M, Yunis, C, Schattenberg, JM, Schuppan, D, Ratziu, V, Brass, C, Duffin, K, Zwinderman, K, Pavlides, M, Anstee, QM, Bossuyt, PM, Quentin M., A, Ann K., D, Olivier, G, Simon, C, Dina, T, Pierre, B, Alastair, B, Fiona, O, Heather J., C, Christopher P., D, Kristy, W, Paolo, M, Matthew, M, Luke, V, Yemi, O, Matt, B, Patrick M., B, Hadi, Z, Yasaman, V, Jenny, L, Max, N, Adriaan G., H, Joanne, V, Vlad, R, Karine, C, Rafael, P-N, Raluca, P, Valerie, P, Detlef, S, Jörn M., S, Rambabu, S, Sudha, M, Beate K., S, Toni, V-P, Michele, V, Sergio, R-C, Mike, A, Ioannis, K, Evangelia, P, Mark, C, Chris J., L, Susan, D, Matej, O, Tuulia, H, Aiden, M, Jose M., M, Óscar, M, Jean-François, D, Annalisa, B, Mojgan, M, Michael, P, Stephen, H, Stefan, N, Jeremy, C, Ferenc, M, Salma, A, Seliat, O-A, Rajarshi, B, Matt, K, Elizabeth, S, Andrea, D, Anneli, A, Ioan, W, Manuel, R-G, Emilio, G-G, Javier, A, Javier, C, Rocío, G-D, Isabel, F, Rocío, M-V, Morten, K, Daniel, GKR, Diana Julie, L, Antonia, S, Kishwar, M, Estelle, S, Manuela, T, Elisabetta, B, Chiara, R, Angelo, A, Fabio, M, Amalia, G, Gianluca, S, Jérôme, B, Sven, F, Luisa, V, Ann, D, Mattias, E, Stergios, K, Hannele, Y-J, Kimmo, P, Johanna, A, Saskia, VM, George, P, Helena, C-P, Cecilia M. P., R, Luca, V, Serena, P, Salvatore, P, Grazia, P, Miele, L, Andreas, G, Christian, T, Guruprasad P., A, Susan, F, Paul, H, Moritz, S, Philip, N, Stefan, H, David, W, Christian, R, Aldo, T, Rebeca, M, Cristina, A, Kevin, D, James W., P, Yu, C, Carla, Y, Theresa, T, Magdalena Alicia, H, Melissa, M, Yan, C, Euan James, M, Trenton, R, Barbara, B, Corinna, S, Judith, E, Ramy, Y, Anouk, O, Rachel, O, Leigh, A, Hannah, B, Mette, SK, Lea, MH, Peter, D, Lars Friis, M, Maria-Magdalena, B, Clifford, B, Lori, J, Miljen, M, Jürgen, L, Douglas, A, Sudha, S, Richard, T, Fournier-Poizat, C, Llorca, A, Michael, K, Kay, P, Richard, E, Gerald, H, Gideon, H, Dean, T, Elaine, C, Scott D., P, Andrew, B, Lynda, D, James, T, Paresh, T, Henrik, L, Carolin, L, Annette, G & Prodromos, H 2023, 'Machine learning algorithm improves the detection of NASH (NAS-based) and at-risk NASH: A development and validation study', Hepatology, vol. 78, pp. 258-271. https://doi.org/10.1097/HEP.0000000000000364

TY - JOUR

T1 - Machine learning algorithm improves the detection of NASH (NAS-based) and at-risk NASH: A development and validation study

AU - Lee, Jenny

AU - Westphal, Max

AU - Vali, Yasaman

AU - Boursier, Jerome

AU - Petta, Salvatorre

AU - Ostroff, Rachel

AU - Alexander, Leigh

AU - Chen, Yu

AU - Fournier, Celine

AU - Geier, Andreas

AU - Francque, Sven

AU - Wonders, Kristy

AU - Tiniakos, Dina

AU - Bedossa, Pierre

AU - Allison, Mike

AU - Papatheodoridis, Georgios

AU - Cortez-Pinto, Helena

AU - Pais, Raluca

AU - Dufour, Jean-Francois

AU - Leeming, Diana Julie

AU - Harrison, Stephen

AU - Cobbold, Jeremy

AU - Holleboom, Adriaan G

AU - Yki-Järvinen, Hannele

AU - Crespo, Javier

AU - Ekstedt, Mattias

AU - Aithal, Guruprasad P

AU - Bugianesi, Elisabetta

AU - Romero-Gomez, Manuel

AU - Torstenson, Richard

AU - Karsdal, Morten

AU - Yunis, Carla

AU - Schattenberg, Jörn M

AU - Schuppan, Detlef

AU - Ratziu, Vlad

AU - Brass, Clifford

AU - Duffin, Kevin

AU - Zwinderman, Koos

AU - Pavlides, Michael

AU - Anstee, Quentin M

AU - Bossuyt, Patrick M

AU - Quentin M., Anstee

AU - Ann K., Daly

AU - Olivier, Govaere

AU - Simon, Cockell

AU - Dina, Tiniakos

AU - Pierre, Bedossa

AU - Alastair, Burt

AU - Fiona, Oakley

AU - Heather J., Cordell

AU - Christopher P., Day

AU - Kristy, Wonders

AU - Paolo, Missier

AU - Matthew, McTeer

AU - Luke, Vale

AU - Yemi, Oluboyede

AU - Matt, Breckons

AU - Patrick M., Bossuyt

AU - Hadi, Zafarmand

AU - Yasaman, Vali

AU - Jenny, Lee

AU - Max, Nieuwdorp

AU - Adriaan G., Holleboom

AU - Joanne, Verheij

AU - Vlad, Ratziu

AU - Karine, Clément

AU - Rafael, Patino-Navarrete

AU - Raluca, Pais

AU - Valerie, Paradis

AU - Detlef, Schuppan

AU - Jörn M., Schattenberg

AU - Rambabu, Surabattula

AU - Sudha, Myneni

AU - Beate K., Straub

AU - Toni, Vidal-Puig

AU - Michele, Vacca

AU - Sergio, Rodrigues-Cuenca

AU - Mike, Allison

AU - Ioannis, Kamzolas

AU - Evangelia, Petsalaki

AU - Mark, Campbell

AU - Chris J., Lelliott

AU - Susan, Davies

AU - Matej, Orešič

AU - Tuulia, Hyötyläinen

AU - Aiden, McGlinchey

AU - Jose M., Mato

AU - Óscar, Millet

AU - Jean-François, Dufour

AU - Annalisa, Berzigotti

AU - Mojgan, Masoodi

AU - Michael, Pavlides

AU - Stephen, Harrison

AU - Stefan, Neubauer

AU - Jeremy, Cobbold

AU - Ferenc, Mozes

AU - Salma, Akhtar

AU - Seliat, Olodo-Atitebi

AU - Rajarshi, Banerjee

AU - Matt, Kelly

AU - Elizabeth, Shumbayawonda

AU - Andrea, Dennis

AU - Anneli, Andersson

AU - Ioan, Wigley

AU - Manuel, Romero-Gómez

AU - Emilio, Gómez-González

AU - Javier, Ampuero

AU - Javier, Castell

AU - Rocío, Gallego-Durán

AU - Isabel, Fernández

AU - Rocío, Montero-Vallejo

AU - Morten, Karsdal

AU - Daniel, Guldager Kring Rasmussen

AU - Diana Julie, Leeming

AU - Antonia, Sinisi

AU - Kishwar, Musa

AU - Estelle, Sandt

AU - Manuela, Tonini

AU - Elisabetta, Bugianesi

AU - Chiara, Rosso

AU - Angelo, Armandi

AU - Fabio, Marra

AU - Amalia, Gastaldelli

AU - Gianluca, Svegliati

AU - Jérôme, Boursier

AU - Sven, Francque

AU - Luisa, Vonghia

AU - Ann, Driessen

AU - Mattias, Ekstedt

AU - Stergios, Kechagias

AU - Hannele, Yki-Järvinen

AU - Kimmo, Porthan

AU - Johanna, Arola

AU - Saskia, van Mil

AU - George, Papatheodoridis

AU - Helena, Cortez-Pinto

AU - Cecilia M. P., Rodrigues

AU - Luca, Valenti

AU - Serena, Pelusi

AU - Salvatore, Petta

AU - Grazia, Pennisi

AU - Miele, Luca

AU - Andreas, Geier

AU - Christian, Trautwein

AU - Guruprasad P., Aithal

AU - Susan, Francis

AU - Paul, Hockings

AU - Moritz, Schneider

AU - Philip, Newsome

AU - Stefan, Hübscher

AU - David, Wenn

AU - Christian, Rosenquist

AU - Aldo, Trylesinski

AU - Rebeca, Mayo

AU - Cristina, Alonso

AU - Kevin, Duffin

AU - James W., Perfield

AU - Yu, Chen

AU - Carla, Yunis

AU - Theresa, Tuthill

AU - Magdalena Alicia, Harrington

AU - Melissa, Miller

AU - Yan, Chen

AU - Euan James, McLeod

AU - Trenton, Ross

AU - Barbara, Bernardo

AU - Corinna, Schölch

AU - Judith, Ertle

AU - Ramy, Younes

AU - Anouk, Oldenburger

AU - Rachel, Ostroff

AU - Leigh, Alexander

AU - Hannah, Biegel

AU - Mette, Skalshøi Kjær

AU - Lea, Mørch Harder

AU - Peter, Davidsen

AU - Lars Friis, Mikkelsen

AU - Maria-Magdalena, Balp

AU - Clifford, Brass

AU - Lori, Jennings

AU - Miljen, Martic

AU - Jürgen, Löffler

AU - Douglas, Applegate

AU - Sudha, Shankar

AU - Richard, Torstenson

AU - Fournier-Poizat, Céline

AU - Llorca, Anne

AU - Michael, Kalutkiewicz

AU - Kay, Pepin

AU - Richard, Ehman

AU - Gerald, Horan

AU - Gideon, Ho

AU - Dean, Tai

AU - Elaine, Chng

AU - Scott D., Patterson

AU - Andrew, Billin

AU - Lynda, Doward

AU - James, Twiss

AU - Paresh, Thakker

AU - Henrik, Landgren

AU - Carolin, Lackner

AU - Annette, Gouw

AU - Prodromos, Hytiroglou

PY - 2023

Y1 - 2023

KW - N/A

UR - http://hdl.handle.net/10807/245055

U2 - 10.1097/HEP.0000000000000364

DO - 10.1097/HEP.0000000000000364

M3 - Article

SN - 0270-9139

VL - 78

SP - 258

EP - 271

JO - Hepatology

JF - Hepatology

ER -

Machine learning algorithm improves the detection of NASH (NAS-based) and at-risk NASH: A development and validation study

Keywords

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