Common pitfalls and recommendations for grand challenges in medical artificial intelligence

With the impact of artificial intelligence (AI) algorithms on medical research on the rise, the importance of competitions for comparative validation of algorithms, so-called challenges, has been steadily increasing, to a point at which challenges can be considered major drivers of research, particu...

Full description

Saved in:
Bibliographic Details
Main Authors: Reinke, Annika (Author) , Tizabi, Minu (Author) , Eisenmann, Matthias (Author) , Maier-Hein, Lena (Author)
Format: Article (Journal)
Language:English
Published: 11 June 2021
In: European urology focus
Year: 2021, Volume: 7, Issue: 4, Pages: 710-712
ISSN:2405-4569
DOI:10.1016/j.euf.2021.05.008
Online Access:Verlag, lizenzpflichtig, Volltext: https://doi.org/10.1016/j.euf.2021.05.008
Verlag, lizenzpflichtig, Volltext: https://www.sciencedirect.com/science/article/pii/S2405456921001607
Get full text
Author Notes:Annika Reinke, Minu D. Tizabi, Matthias Eisenmann, Lena Maier-Hein

MARC

LEADER 00000caa a2200000 c 4500
001 1775135705
003 DE-627
005 20220820063336.0
007 cr uuu---uuuuu
008 211025s2021 xx |||||o 00| ||eng c
024 7 |a 10.1016/j.euf.2021.05.008  |2 doi 
035 |a (DE-627)1775135705 
035 |a (DE-599)KXP1775135705 
035 |a (OCoLC)1341422283 
040 |a DE-627  |b ger  |c DE-627  |e rda 
041 |a eng 
084 |a 33  |2 sdnb 
100 1 |a Reinke, Annika  |d 1993-  |e VerfasserIn  |0 (DE-588)1219684252  |0 (DE-627)1735662143  |4 aut 
245 1 0 |a Common pitfalls and recommendations for grand challenges in medical artificial intelligence  |c Annika Reinke, Minu D. Tizabi, Matthias Eisenmann, Lena Maier-Hein 
264 1 |c 11 June 2021 
300 |a 3 
336 |a Text  |b txt  |2 rdacontent 
337 |a Computermedien  |b c  |2 rdamedia 
338 |a Online-Ressource  |b cr  |2 rdacarrier 
500 |a Gesehen am 25.10.2021 
520 |a With the impact of artificial intelligence (AI) algorithms on medical research on the rise, the importance of competitions for comparative validation of algorithms, so-called challenges, has been steadily increasing, to a point at which challenges can be considered major drivers of research, particularly in the biomedical image analysis domain. Given their importance, high quality, transparency, and interpretability of challenges is essential for good scientific practice and meaningful validation of AI algorithms, for instance towards clinical translation. This mini-review presents several issues related to the design, execution, and interpretation of challenges in the biomedical domain and provides best-practice recommendations. - Patient summary - This paper presents recommendations on how to reliably compare the usefulness of new artificial intelligence methods for analysis of medical images. 
650 4 |a Artificial intelligence 
650 4 |a Biomedical image analysis 
650 4 |a Good scientific practice 
650 4 |a Grand challenges 
650 4 |a Machine learning 
650 4 |a Validation 
700 1 |a Tizabi, Minu  |d 1992-  |e VerfasserIn  |0 (DE-588)1140542494  |0 (DE-627)89854632X  |0 (DE-576)493859608  |4 aut 
700 1 |a Eisenmann, Matthias  |e VerfasserIn  |4 aut 
700 1 |a Maier-Hein, Lena  |d 1980-  |e VerfasserIn  |0 (DE-588)1075029252  |0 (DE-627)832869899  |0 (DE-576)190090804  |4 aut 
773 0 8 |i Enthalten in  |t European urology focus  |d Amsterdam : Elsevier, 2015  |g 7(2021), 4 vom: Juli, Seite 710-712  |h Online-Ressource  |w (DE-627)863008194  |w (DE-600)2861750-2  |w (DE-576)474000001  |x 2405-4569  |7 nnas  |a Common pitfalls and recommendations for grand challenges in medical artificial intelligence 
773 1 8 |g volume:7  |g year:2021  |g number:4  |g month:07  |g pages:710-712  |g extent:3  |a Common pitfalls and recommendations for grand challenges in medical artificial intelligence 
856 4 0 |u https://doi.org/10.1016/j.euf.2021.05.008  |x Verlag  |x Resolving-System  |z lizenzpflichtig  |3 Volltext 
856 4 0 |u https://www.sciencedirect.com/science/article/pii/S2405456921001607  |x Verlag  |z lizenzpflichtig  |3 Volltext 
951 |a AR 
992 |a 20211025 
993 |a Article 
994 |a 2021 
998 |g 1075029252  |a Maier-Hein, Lena  |m 1075029252:Maier-Hein, Lena  |d 110000  |e 110000PM1075029252  |k 0/110000/  |p 4  |y j 
998 |g 1140542494  |a Tizabi, Minu  |m 1140542494:Tizabi, Minu  |d 50000  |e 50000PT1140542494  |k 0/50000/  |p 2 
998 |g 1219684252  |a Reinke, Annika  |m 1219684252:Reinke, Annika  |d 110000  |e 110000PR1219684252  |k 0/110000/  |p 1  |x j 
999 |a KXP-PPN1775135705  |e 3995812961 
BIB |a Y 
SER |a journal 
JSO |a {"person":[{"family":"Reinke","display":"Reinke, Annika","roleDisplay":"VerfasserIn","given":"Annika","role":"aut"},{"given":"Minu","role":"aut","display":"Tizabi, Minu","family":"Tizabi","roleDisplay":"VerfasserIn"},{"given":"Matthias","role":"aut","display":"Eisenmann, Matthias","family":"Eisenmann","roleDisplay":"VerfasserIn"},{"given":"Lena","role":"aut","roleDisplay":"VerfasserIn","family":"Maier-Hein","display":"Maier-Hein, Lena"}],"title":[{"title":"Common pitfalls and recommendations for grand challenges in medical artificial intelligence","title_sort":"Common pitfalls and recommendations for grand challenges in medical artificial intelligence"}],"note":["Gesehen am 25.10.2021"],"type":{"bibl":"article-journal","media":"Online-Ressource"},"physDesc":[{"extent":"3 S."}],"id":{"doi":["10.1016/j.euf.2021.05.008"],"eki":["1775135705"]},"language":["eng"],"recId":"1775135705","relHost":[{"recId":"863008194","physDesc":[{"extent":"Online-Ressource"}],"language":["eng"],"id":{"zdb":["2861750-2"],"issn":["2405-4569"],"eki":["863008194"]},"type":{"bibl":"periodical","media":"Online-Ressource"},"title":[{"title_sort":"European urology focus","title":"European urology focus"}],"note":["Gesehen am 13. Juli 2016"],"disp":"Common pitfalls and recommendations for grand challenges in medical artificial intelligenceEuropean urology focus","pubHistory":["Volume 1, issue 1 (August 2015)-"],"origin":[{"dateIssuedDisp":"[2015]-","publisher":"Elsevier","publisherPlace":"Amsterdam"}],"part":{"issue":"4","extent":"3","text":"7(2021), 4 vom: Juli, Seite 710-712","year":"2021","pages":"710-712","volume":"7"},"name":{"displayForm":["European Association of Urology (EAU)"]}}],"name":{"displayForm":["Annika Reinke, Minu D. Tizabi, Matthias Eisenmann, Lena Maier-Hein"]},"origin":[{"dateIssuedDisp":"11 June 2021","dateIssuedKey":"2021"}]} 
SRT |a REINKEANNICOMMONPITF1120