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Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI

A growing number of artificial intelligence (AI)-based clinical decision support systems are showing promising performance in preclinical, in silico, evaluation, but few have yet demonstrated real benefit to patient care. Early stage clinical evaluation is important to assess an AI system’s actual c...

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Autores principales: Vasey, Baptiste, Nagendran, Myura, Campbell, Bruce, Clifton, David A, Collins, Gary S, Denaxas, Spiros, Denniston, Alastair K, Faes, Livia, Geerts, Bart, Ibrahim, Mudathir, Liu, Xiaoxuan, Mateen, Bilal A, Mathur, Piyush, McCradden, Melissa D, Morgan, Lauren, Ordish, Johan, Rogers, Campbell, Saria, Suchi, Ting, Daniel S W, Watkinson, Peter, Weber, Wim, Wheatstone, Peter, McCulloch, Peter, Lee, Aaron Y, Fraser, Alan G, Connell, Ali, Vira, Alykhan, Esteva, Andre, Althouse, Andrew D, Beam, Andrew L, de Hond, Anne, Boulesteix, Anne-Laure, Bradlow, Anthony, Ercole, Ari, Paez, Arsenio, Tsanas, Athanasios, Kirby, Barry, Glocker, Ben, Velardo, Carmelo, Park, Chang Min, Hehakaya, Charisma, Baber, Chris, Paton, Chris, Johner, Christian, Kelly, Christopher J, Vincent, Christopher J, Yau, Christopher, McGenity, Clare, Gatsonis, Constantine, Faivre-Finn, Corinne, Simon, Crispin, Sent, Danielle, Bzdok, Danilo, Treanor, Darren, Wong, David C, Steiner, David F, Higgins, David, Benson, Dawn, O’Regan, Declan P, Gunasekaran, Dinesh V, Danks, Dominic, Neri, Emanuele, Kyrimi, Evangelia, Schwendicke, Falk, Magrabi, Farah, Ives, Frances, Rademakers, Frank E, Fowler, George E, Frau, Giuseppe, Hogg, H D Jeffry, Marcus, Hani J, Chan, Heang-Ping, Xiang, Henry, McIntyre, Hugh F, Harvey, Hugh, Kim, Hyungjin, Habli, Ibrahim, Fackler, James C, Shaw, James, Higham, Janet, Wohlgemut, Jared M, Chong, Jaron, Bibault, Jean-Emmanuel, Cohen, Jérémie F, Kers, Jesper, Morley, Jessica, Krois, Joachim, Monteiro, Joao, Horovitz, Joel, Fletcher, John, Taylor, Jonathan, Yoon, Jung Hyun, Singh, Karandeep, Moons, Karel G M, Karpathakis, Kassandra, Catchpole, Ken, Hood, Kerenza, Balaskas, Konstantinos, Kamnitsas, Konstantinos, Militello, Laura, Wynants, Laure, Oakden-Rayner, Lauren, Lovat, Laurence B, Smits, Luc J M, Hinske, Ludwig C, ElZarrad, M Khair, van Smeden, Maarten, Giavina-Bianchi, Mara, Daley, Mark, Sendak, Mark P, Sujan, Mark, Rovers, Maroeska, DeCamp, Matthew, Woodward, Matthew, Komorowski, Matthieu, Marsden, Max, Mackintosh, Maxine, Abramoff, Michael D, Armengol de la Hoz, Miguel Ángel, Hambidge, Neale, Daly, Neil, Peek, Niels, Redfern, Oliver, Ahmad, Omer F, Bossuyt, Patrick M, Keane, Pearse A, Ferreira, Pedro N P, Schnell-Inderst, Petra, Mascagni, Pietro, Dasgupta, Prokar, Guan, Pujun, Barnett, Rachel, Kader, Rawen, Chopra, Reena, Mann, Ritse M, Sarkar, Rupa, Mäenpää, Saana M, Finlayson, Samuel G, Vollam, Sarah, Vollmer, Sebastian J, Park, Seong Ho, Laher, Shakir, Joshi, Shalmali, van der Meijden, Siri L, Shelmerdine, Susan C, Tan, Tien-En, Stocker, Tom JW, Giannini, Valentina, Madai, Vince I, Newcombe, Virginia, Ng, Wei Yan, Rogers, Wendy A, Ogallo, William, Park, Yoonyoung, Perkins, Zane B
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group Ltd. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9116198/
https://www.ncbi.nlm.nih.gov/pubmed/35584845
http://dx.doi.org/10.1136/bmj-2022-070904
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author Vasey, Baptiste
Nagendran, Myura
Campbell, Bruce
Clifton, David A
Collins, Gary S
Denaxas, Spiros
Denniston, Alastair K
Faes, Livia
Geerts, Bart
Ibrahim, Mudathir
Liu, Xiaoxuan
Mateen, Bilal A
Mathur, Piyush
McCradden, Melissa D
Morgan, Lauren
Ordish, Johan
Rogers, Campbell
Saria, Suchi
Ting, Daniel S W
Watkinson, Peter
Weber, Wim
Wheatstone, Peter
McCulloch, Peter
Lee, Aaron Y
Fraser, Alan G
Connell, Ali
Vira, Alykhan
Esteva, Andre
Althouse, Andrew D
Beam, Andrew L
de Hond, Anne
Boulesteix, Anne-Laure
Bradlow, Anthony
Ercole, Ari
Paez, Arsenio
Tsanas, Athanasios
Kirby, Barry
Glocker, Ben
Velardo, Carmelo
Park, Chang Min
Hehakaya, Charisma
Baber, Chris
Paton, Chris
Johner, Christian
Kelly, Christopher J
Vincent, Christopher J
Yau, Christopher
McGenity, Clare
Gatsonis, Constantine
Faivre-Finn, Corinne
Simon, Crispin
Sent, Danielle
Bzdok, Danilo
Treanor, Darren
Wong, David C
Steiner, David F
Higgins, David
Benson, Dawn
O’Regan, Declan P
Gunasekaran, Dinesh V
Danks, Dominic
Neri, Emanuele
Kyrimi, Evangelia
Schwendicke, Falk
Magrabi, Farah
Ives, Frances
Rademakers, Frank E
Fowler, George E
Frau, Giuseppe
Hogg, H D Jeffry
Marcus, Hani J
Chan, Heang-Ping
Xiang, Henry
McIntyre, Hugh F
Harvey, Hugh
Kim, Hyungjin
Habli, Ibrahim
Fackler, James C
Shaw, James
Higham, Janet
Wohlgemut, Jared M
Chong, Jaron
Bibault, Jean-Emmanuel
Cohen, Jérémie F
Kers, Jesper
Morley, Jessica
Krois, Joachim
Monteiro, Joao
Horovitz, Joel
Fletcher, John
Taylor, Jonathan
Yoon, Jung Hyun
Singh, Karandeep
Moons, Karel G M
Karpathakis, Kassandra
Catchpole, Ken
Hood, Kerenza
Balaskas, Konstantinos
Kamnitsas, Konstantinos
Militello, Laura
Wynants, Laure
Oakden-Rayner, Lauren
Lovat, Laurence B
Smits, Luc J M
Hinske, Ludwig C
ElZarrad, M Khair
van Smeden, Maarten
Giavina-Bianchi, Mara
Daley, Mark
Sendak, Mark P
Sujan, Mark
Rovers, Maroeska
DeCamp, Matthew
Woodward, Matthew
Komorowski, Matthieu
Marsden, Max
Mackintosh, Maxine
Abramoff, Michael D
Armengol de la Hoz, Miguel Ángel
Hambidge, Neale
Daly, Neil
Peek, Niels
Redfern, Oliver
Ahmad, Omer F
Bossuyt, Patrick M
Keane, Pearse A
Ferreira, Pedro N P
Schnell-Inderst, Petra
Mascagni, Pietro
Dasgupta, Prokar
Guan, Pujun
Barnett, Rachel
Kader, Rawen
Chopra, Reena
Mann, Ritse M
Sarkar, Rupa
Mäenpää, Saana M
Finlayson, Samuel G
Vollam, Sarah
Vollmer, Sebastian J
Park, Seong Ho
Laher, Shakir
Joshi, Shalmali
van der Meijden, Siri L
Shelmerdine, Susan C
Tan, Tien-En
Stocker, Tom JW
Giannini, Valentina
Madai, Vince I
Newcombe, Virginia
Ng, Wei Yan
Rogers, Wendy A
Ogallo, William
Park, Yoonyoung
Perkins, Zane B
author_facet Vasey, Baptiste
Nagendran, Myura
Campbell, Bruce
Clifton, David A
Collins, Gary S
Denaxas, Spiros
Denniston, Alastair K
Faes, Livia
Geerts, Bart
Ibrahim, Mudathir
Liu, Xiaoxuan
Mateen, Bilal A
Mathur, Piyush
McCradden, Melissa D
Morgan, Lauren
Ordish, Johan
Rogers, Campbell
Saria, Suchi
Ting, Daniel S W
Watkinson, Peter
Weber, Wim
Wheatstone, Peter
McCulloch, Peter
Lee, Aaron Y
Fraser, Alan G
Connell, Ali
Vira, Alykhan
Esteva, Andre
Althouse, Andrew D
Beam, Andrew L
de Hond, Anne
Boulesteix, Anne-Laure
Bradlow, Anthony
Ercole, Ari
Paez, Arsenio
Tsanas, Athanasios
Kirby, Barry
Glocker, Ben
Velardo, Carmelo
Park, Chang Min
Hehakaya, Charisma
Baber, Chris
Paton, Chris
Johner, Christian
Kelly, Christopher J
Vincent, Christopher J
Yau, Christopher
McGenity, Clare
Gatsonis, Constantine
Faivre-Finn, Corinne
Simon, Crispin
Sent, Danielle
Bzdok, Danilo
Treanor, Darren
Wong, David C
Steiner, David F
Higgins, David
Benson, Dawn
O’Regan, Declan P
Gunasekaran, Dinesh V
Danks, Dominic
Neri, Emanuele
Kyrimi, Evangelia
Schwendicke, Falk
Magrabi, Farah
Ives, Frances
Rademakers, Frank E
Fowler, George E
Frau, Giuseppe
Hogg, H D Jeffry
Marcus, Hani J
Chan, Heang-Ping
Xiang, Henry
McIntyre, Hugh F
Harvey, Hugh
Kim, Hyungjin
Habli, Ibrahim
Fackler, James C
Shaw, James
Higham, Janet
Wohlgemut, Jared M
Chong, Jaron
Bibault, Jean-Emmanuel
Cohen, Jérémie F
Kers, Jesper
Morley, Jessica
Krois, Joachim
Monteiro, Joao
Horovitz, Joel
Fletcher, John
Taylor, Jonathan
Yoon, Jung Hyun
Singh, Karandeep
Moons, Karel G M
Karpathakis, Kassandra
Catchpole, Ken
Hood, Kerenza
Balaskas, Konstantinos
Kamnitsas, Konstantinos
Militello, Laura
Wynants, Laure
Oakden-Rayner, Lauren
Lovat, Laurence B
Smits, Luc J M
Hinske, Ludwig C
ElZarrad, M Khair
van Smeden, Maarten
Giavina-Bianchi, Mara
Daley, Mark
Sendak, Mark P
Sujan, Mark
Rovers, Maroeska
DeCamp, Matthew
Woodward, Matthew
Komorowski, Matthieu
Marsden, Max
Mackintosh, Maxine
Abramoff, Michael D
Armengol de la Hoz, Miguel Ángel
Hambidge, Neale
Daly, Neil
Peek, Niels
Redfern, Oliver
Ahmad, Omer F
Bossuyt, Patrick M
Keane, Pearse A
Ferreira, Pedro N P
Schnell-Inderst, Petra
Mascagni, Pietro
Dasgupta, Prokar
Guan, Pujun
Barnett, Rachel
Kader, Rawen
Chopra, Reena
Mann, Ritse M
Sarkar, Rupa
Mäenpää, Saana M
Finlayson, Samuel G
Vollam, Sarah
Vollmer, Sebastian J
Park, Seong Ho
Laher, Shakir
Joshi, Shalmali
van der Meijden, Siri L
Shelmerdine, Susan C
Tan, Tien-En
Stocker, Tom JW
Giannini, Valentina
Madai, Vince I
Newcombe, Virginia
Ng, Wei Yan
Rogers, Wendy A
Ogallo, William
Park, Yoonyoung
Perkins, Zane B
author_sort Vasey, Baptiste
collection PubMed
description A growing number of artificial intelligence (AI)-based clinical decision support systems are showing promising performance in preclinical, in silico, evaluation, but few have yet demonstrated real benefit to patient care. Early stage clinical evaluation is important to assess an AI system’s actual clinical performance at small scale, ensure its safety, evaluate the human factors surrounding its use, and pave the way to further large scale trials. However, the reporting of these early studies remains inadequate. The present statement provides a multistakeholder, consensus-based reporting guideline for the Developmental and Exploratory Clinical Investigations of DEcision support systems driven by Artificial Intelligence (DECIDE-AI). We conducted a two round, modified Delphi process to collect and analyse expert opinion on the reporting of early clinical evaluation of AI systems. Experts were recruited from 20 predefined stakeholder categories. The final composition and wording of the guideline was determined at a virtual consensus meeting. The checklist and the Explanation & Elaboration (E&E) sections were refined based on feedback from a qualitative evaluation process. 123 experts participated in the first round of Delphi, 138 in the second, 16 in the consensus meeting, and 16 in the qualitative evaluation. The DECIDE-AI reporting guideline comprises 17 AI specific reporting items (made of 28 subitems) and 10 generic reporting items, with an E&E paragraph provided for each. Through consultation and consensus with a range of stakeholders, we have developed a guideline comprising key items that should be reported in early stage clinical studies of AI-based decision support systems in healthcare. By providing an actionable checklist of minimal reporting items, the DECIDE-AI guideline will facilitate the appraisal of these studies and replicability of their findings.
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spelling pubmed-91161982022-06-04 Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI Vasey, Baptiste Nagendran, Myura Campbell, Bruce Clifton, David A Collins, Gary S Denaxas, Spiros Denniston, Alastair K Faes, Livia Geerts, Bart Ibrahim, Mudathir Liu, Xiaoxuan Mateen, Bilal A Mathur, Piyush McCradden, Melissa D Morgan, Lauren Ordish, Johan Rogers, Campbell Saria, Suchi Ting, Daniel S W Watkinson, Peter Weber, Wim Wheatstone, Peter McCulloch, Peter Lee, Aaron Y Fraser, Alan G Connell, Ali Vira, Alykhan Esteva, Andre Althouse, Andrew D Beam, Andrew L de Hond, Anne Boulesteix, Anne-Laure Bradlow, Anthony Ercole, Ari Paez, Arsenio Tsanas, Athanasios Kirby, Barry Glocker, Ben Velardo, Carmelo Park, Chang Min Hehakaya, Charisma Baber, Chris Paton, Chris Johner, Christian Kelly, Christopher J Vincent, Christopher J Yau, Christopher McGenity, Clare Gatsonis, Constantine Faivre-Finn, Corinne Simon, Crispin Sent, Danielle Bzdok, Danilo Treanor, Darren Wong, David C Steiner, David F Higgins, David Benson, Dawn O’Regan, Declan P Gunasekaran, Dinesh V Danks, Dominic Neri, Emanuele Kyrimi, Evangelia Schwendicke, Falk Magrabi, Farah Ives, Frances Rademakers, Frank E Fowler, George E Frau, Giuseppe Hogg, H D Jeffry Marcus, Hani J Chan, Heang-Ping Xiang, Henry McIntyre, Hugh F Harvey, Hugh Kim, Hyungjin Habli, Ibrahim Fackler, James C Shaw, James Higham, Janet Wohlgemut, Jared M Chong, Jaron Bibault, Jean-Emmanuel Cohen, Jérémie F Kers, Jesper Morley, Jessica Krois, Joachim Monteiro, Joao Horovitz, Joel Fletcher, John Taylor, Jonathan Yoon, Jung Hyun Singh, Karandeep Moons, Karel G M Karpathakis, Kassandra Catchpole, Ken Hood, Kerenza Balaskas, Konstantinos Kamnitsas, Konstantinos Militello, Laura Wynants, Laure Oakden-Rayner, Lauren Lovat, Laurence B Smits, Luc J M Hinske, Ludwig C ElZarrad, M Khair van Smeden, Maarten Giavina-Bianchi, Mara Daley, Mark Sendak, Mark P Sujan, Mark Rovers, Maroeska DeCamp, Matthew Woodward, Matthew Komorowski, Matthieu Marsden, Max Mackintosh, Maxine Abramoff, Michael D Armengol de la Hoz, Miguel Ángel Hambidge, Neale Daly, Neil Peek, Niels Redfern, Oliver Ahmad, Omer F Bossuyt, Patrick M Keane, Pearse A Ferreira, Pedro N P Schnell-Inderst, Petra Mascagni, Pietro Dasgupta, Prokar Guan, Pujun Barnett, Rachel Kader, Rawen Chopra, Reena Mann, Ritse M Sarkar, Rupa Mäenpää, Saana M Finlayson, Samuel G Vollam, Sarah Vollmer, Sebastian J Park, Seong Ho Laher, Shakir Joshi, Shalmali van der Meijden, Siri L Shelmerdine, Susan C Tan, Tien-En Stocker, Tom JW Giannini, Valentina Madai, Vince I Newcombe, Virginia Ng, Wei Yan Rogers, Wendy A Ogallo, William Park, Yoonyoung Perkins, Zane B BMJ Research Methods & Reporting A growing number of artificial intelligence (AI)-based clinical decision support systems are showing promising performance in preclinical, in silico, evaluation, but few have yet demonstrated real benefit to patient care. Early stage clinical evaluation is important to assess an AI system’s actual clinical performance at small scale, ensure its safety, evaluate the human factors surrounding its use, and pave the way to further large scale trials. However, the reporting of these early studies remains inadequate. The present statement provides a multistakeholder, consensus-based reporting guideline for the Developmental and Exploratory Clinical Investigations of DEcision support systems driven by Artificial Intelligence (DECIDE-AI). We conducted a two round, modified Delphi process to collect and analyse expert opinion on the reporting of early clinical evaluation of AI systems. Experts were recruited from 20 predefined stakeholder categories. The final composition and wording of the guideline was determined at a virtual consensus meeting. The checklist and the Explanation & Elaboration (E&E) sections were refined based on feedback from a qualitative evaluation process. 123 experts participated in the first round of Delphi, 138 in the second, 16 in the consensus meeting, and 16 in the qualitative evaluation. The DECIDE-AI reporting guideline comprises 17 AI specific reporting items (made of 28 subitems) and 10 generic reporting items, with an E&E paragraph provided for each. Through consultation and consensus with a range of stakeholders, we have developed a guideline comprising key items that should be reported in early stage clinical studies of AI-based decision support systems in healthcare. By providing an actionable checklist of minimal reporting items, the DECIDE-AI guideline will facilitate the appraisal of these studies and replicability of their findings. BMJ Publishing Group Ltd. 2022-05-18 /pmc/articles/PMC9116198/ /pubmed/35584845 http://dx.doi.org/10.1136/bmj-2022-070904 Text en © Author(s) (or their employer(s)) 2019. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) .
spellingShingle Research Methods & Reporting
Vasey, Baptiste
Nagendran, Myura
Campbell, Bruce
Clifton, David A
Collins, Gary S
Denaxas, Spiros
Denniston, Alastair K
Faes, Livia
Geerts, Bart
Ibrahim, Mudathir
Liu, Xiaoxuan
Mateen, Bilal A
Mathur, Piyush
McCradden, Melissa D
Morgan, Lauren
Ordish, Johan
Rogers, Campbell
Saria, Suchi
Ting, Daniel S W
Watkinson, Peter
Weber, Wim
Wheatstone, Peter
McCulloch, Peter
Lee, Aaron Y
Fraser, Alan G
Connell, Ali
Vira, Alykhan
Esteva, Andre
Althouse, Andrew D
Beam, Andrew L
de Hond, Anne
Boulesteix, Anne-Laure
Bradlow, Anthony
Ercole, Ari
Paez, Arsenio
Tsanas, Athanasios
Kirby, Barry
Glocker, Ben
Velardo, Carmelo
Park, Chang Min
Hehakaya, Charisma
Baber, Chris
Paton, Chris
Johner, Christian
Kelly, Christopher J
Vincent, Christopher J
Yau, Christopher
McGenity, Clare
Gatsonis, Constantine
Faivre-Finn, Corinne
Simon, Crispin
Sent, Danielle
Bzdok, Danilo
Treanor, Darren
Wong, David C
Steiner, David F
Higgins, David
Benson, Dawn
O’Regan, Declan P
Gunasekaran, Dinesh V
Danks, Dominic
Neri, Emanuele
Kyrimi, Evangelia
Schwendicke, Falk
Magrabi, Farah
Ives, Frances
Rademakers, Frank E
Fowler, George E
Frau, Giuseppe
Hogg, H D Jeffry
Marcus, Hani J
Chan, Heang-Ping
Xiang, Henry
McIntyre, Hugh F
Harvey, Hugh
Kim, Hyungjin
Habli, Ibrahim
Fackler, James C
Shaw, James
Higham, Janet
Wohlgemut, Jared M
Chong, Jaron
Bibault, Jean-Emmanuel
Cohen, Jérémie F
Kers, Jesper
Morley, Jessica
Krois, Joachim
Monteiro, Joao
Horovitz, Joel
Fletcher, John
Taylor, Jonathan
Yoon, Jung Hyun
Singh, Karandeep
Moons, Karel G M
Karpathakis, Kassandra
Catchpole, Ken
Hood, Kerenza
Balaskas, Konstantinos
Kamnitsas, Konstantinos
Militello, Laura
Wynants, Laure
Oakden-Rayner, Lauren
Lovat, Laurence B
Smits, Luc J M
Hinske, Ludwig C
ElZarrad, M Khair
van Smeden, Maarten
Giavina-Bianchi, Mara
Daley, Mark
Sendak, Mark P
Sujan, Mark
Rovers, Maroeska
DeCamp, Matthew
Woodward, Matthew
Komorowski, Matthieu
Marsden, Max
Mackintosh, Maxine
Abramoff, Michael D
Armengol de la Hoz, Miguel Ángel
Hambidge, Neale
Daly, Neil
Peek, Niels
Redfern, Oliver
Ahmad, Omer F
Bossuyt, Patrick M
Keane, Pearse A
Ferreira, Pedro N P
Schnell-Inderst, Petra
Mascagni, Pietro
Dasgupta, Prokar
Guan, Pujun
Barnett, Rachel
Kader, Rawen
Chopra, Reena
Mann, Ritse M
Sarkar, Rupa
Mäenpää, Saana M
Finlayson, Samuel G
Vollam, Sarah
Vollmer, Sebastian J
Park, Seong Ho
Laher, Shakir
Joshi, Shalmali
van der Meijden, Siri L
Shelmerdine, Susan C
Tan, Tien-En
Stocker, Tom JW
Giannini, Valentina
Madai, Vince I
Newcombe, Virginia
Ng, Wei Yan
Rogers, Wendy A
Ogallo, William
Park, Yoonyoung
Perkins, Zane B
Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI
title Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI
title_full Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI
title_fullStr Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI
title_full_unstemmed Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI
title_short Reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI
title_sort reporting guideline for the early stage clinical evaluation of decision support systems driven by artificial intelligence: decide-ai
topic Research Methods & Reporting
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9116198/
https://www.ncbi.nlm.nih.gov/pubmed/35584845
http://dx.doi.org/10.1136/bmj-2022-070904
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