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Dermatologist-like explainable AI enhances trust and confidence in diagnosing melanoma
| Indexado |
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| DOI | 10.1038/S41467-023-43095-4 | ||||
| Año | 2024 | ||||
| Tipo | artículo de investigación |
Citas Totales
Autores Afiliación Chile
Instituciones Chile
% Participación
Internacional
Autores
Afiliación Extranjera
Instituciones
Extranjeras
Abstract
Artificial intelligence has become popular as a cancer classification tool, but there is distrust of such systems due to their lack of transparency. Here, the authors develop an explainable AI system which produces text- and region-based explanations alongside its classifications which was assessed using clinicians' diagnostic accuracy, diagnostic confidence, and their trust in the system.
| Ord. | Autor | Género | Institución - País |
|---|---|---|---|
| 1 | Chanda, Tirtha | - |
German Canc Res Ctr - Alemania
German Cancer Research Center - Alemania |
| 2 | Hauser, Katja | - |
German Canc Res Ctr - Alemania
German Cancer Research Center - Alemania |
| 3 | Hobelsberger, Sarah | Mujer |
Tech Univ Dresden - Alemania
Universitätsklinikum Carl Gustav Carus Dresden - Alemania |
| 4 | Bucher, Tabea Clara | - |
German Canc Res Ctr - Alemania
German Cancer Research Center - Alemania |
| 5 | Garcia, Carina Nogueira | - |
German Canc Res Ctr - Alemania
German Cancer Research Center - Alemania |
| 6 | Wies, Christoph | - |
German Canc Res Ctr - Alemania
Heidelberg Univ - Alemania German Cancer Research Center - Alemania Medizinischen Fakultät Heidelberg - Alemania |
| 7 | Kittler, Harald | Hombre |
Med Univ Vienna - Austria
Medizinische Universität Wien Universitätsklinik für Dermatologie - Austria |
| 8 | Tschandl, Philipp | - |
Med Univ Vienna - Austria
Medizinische Universität Wien Universitätsklinik für Dermatologie - Austria |
| 9 | NAVARRETE-DECHENT, CRISTIAN PATRICIO | Hombre |
Pontificia Universidad Católica de Chile - Chile
Escuela de Medicina - Chile |
| 10 | Podlipnik, Sebastian | Hombre |
Univ Barcelona - España
Universitat de Barcelona - España |
| 11 | Chousakos, Emmanouil | - |
Natl & Kapodistrian Univ Athens - Grecia
School of Medicine - Grecia |
| 12 | Crnaric, Iva | - |
Sestre Milosrdnice Univ Hosp Ctr - Croacia
Klinički Bolnički Centar Sestre Milosrdnice - Croacia |
| 13 | Majstorovic, Jovana | - |
Dermatovenerol Clin - Serbia
Derma Style - Serbia |
| 14 | Alhajwan, Linda | - |
Dubai London Clin - Emiratos Árabes Unidos
Dubai London Clinic - Emiratos Árabes Unidos |
| 15 | Foreman, Tanya | - |
West Dermatol - Estados Unidos
Newport Beach Surgery Center - Estados Unidos |
| 16 | Peternel, Sandra | - |
Univ Rijeka - Croacia
Faculty of Medicine, University of Rijeka - Croacia |
| 17 | Sarap, Sergei | - |
LaserMed - Estonia
|
| 18 | Oezdemir, Irem | - |
Gazi Univ - Turquía
|
| 18 | Özdemir, İrem | - |
Gazi University, Faculty of Medicine - Turquía
|
| 19 | Barnhill, Raymond L. | Hombre |
UNIV PARIS - Francia
Institut Curie - Francia |
| 20 | Llamas-Velasco, Mar | - |
UNIV AUTONOMA MADRID - España
Universidad Autónoma de Madrid - España |
| 21 | Poch, Gabriela | Mujer |
Charite Univ Med Berlin - Alemania
FREE UNIV BERLIN - Alemania Humboldt Univ - Alemania Charité – Universitätsmedizin Berlin - Alemania |
| 22 | Korsing, Soeren | - |
Univ Duisburg Essen - Alemania
Universitätsklinikum Münster - Alemania |
| 22 | Korsing, Sören | - |
Universitätsklinikum Essen - Alemania
|
| 23 | Sondermann, Wiebke | Mujer |
Friedrich Alexander Univ Erlangen Nurnberg - Alemania
Friedrich-Alexander-Universität Erlangen-Nürnberg - Alemania |
| 24 | Gellrich, Frank Friedrich | Hombre |
Tech Univ Dresden - Alemania
Universitätsklinikum Carl Gustav Carus Dresden - Alemania |
| 25 | Heppt, Markus V. | - |
Friedrich Alexander Univ Erlangen Nurnberg - Alemania
Friedrich-Alexander-Universität Erlangen-Nürnberg - Alemania |
| 26 | Erdmann, Michael | - |
Friedrich Alexander Univ Erlangen Nurnberg - Alemania
Friedrich-Alexander-Universität Erlangen-Nürnberg - Alemania |
| 27 | Haferkamp, Sebastian | - |
Univ Hosp Regensburg - Alemania
Klinikum der Universität Regensburg und Medizinische Fakultät - Alemania |
| 28 | Drexler, Konstantin | - |
Univ Hosp Regensburg - Alemania
Klinikum der Universität Regensburg und Medizinische Fakultät - Alemania |
| 29 | Goebeler, Matthias | - |
Univ Hosp Wurzburg - Alemania
Universitätsklinikum Freiburg - Alemania Universitätsklinikum Würzburg - Alemania |
| 30 | Schilling, Bastian | Hombre |
Univ Hosp Wurzburg - Alemania
Universitätsklinikum Freiburg - Alemania Universitätsklinikum Würzburg - Alemania |
| 31 | Utikal, Jochen S. | Hombre |
Ruprecht Karl Univ Heidelberg - Alemania
Universitätsklinikum Mannheim - Alemania |
| 32 | Ghoreschi, Kamran | Hombre |
Charite Univ Med Berlin - Alemania
FREE UNIV BERLIN - Alemania Humboldt Univ - Alemania Charité – Universitätsmedizin Berlin - Alemania |
| 33 | Froehling, Stefan | - |
Natl Ctr Tumor Dis NCT Heidelberg - Alemania
German Canc Res Ctr - Alemania German Cancer Research Center - Alemania |
| 33 | Fröhling, Stefan | - |
German Cancer Research Center - Alemania
|
| 34 | Krieghoff-Henning, Eva | - |
German Canc Res Ctr - Alemania
German Cancer Research Center - Alemania |
| 35 | Salava, Alexander | - |
Helsinki University Hospital - Finlandia
|
| 36 | Reader Study Consortium | Corporación |
Ruprecht Karl Univ Heidelberg - Alemania
|
| 36 | Thiem, Alexander | - |
Universität Rostock Uniklinikum und Medizinische Fakultät - Alemania
|
| 37 | Dimitrios, Alexandris | - |
Evagelismos Hospital - Grecia
|
| 38 | Ammar, Amr Mohammad | - |
Al-Azhar University - Egipto
|
| 39 | Vučemilović, Ana Sanader | - |
Klinički Bolnički Centar Split - Croacia
|
| 40 | Yoshimura, Andrea Miyuki | - |
Universidade Estadual de Campinas - Brasil
|
| 41 | Ilieva, Andzelka | - |
Zan Mitrev Clinic - Macedonia
|
| 42 | Gesierich, Anja | - |
Universitätsklinikum Freiburg - Alemania
Universitätsklinikum Würzburg - Alemania |
| 43 | Reimer-Taschenbrecker, Antonia | - |
Northwestern University Feinberg School of Medicine - Estados Unidos
Universitätsklinikum Freiburg - Alemania |
| 44 | Kolios, Antonios G.A. | - |
Universitätsspital Zürich, Dermatologische Klinik - Suiza
|
| 45 | Kalva, Arturs | - |
Riga Stradins University - Letonia
|
| 46 | Ferhatosmanoğlu, Arzu | - |
Karadeniz Technical University - Turquía
|
| 47 | Beyens, Aude | - |
Universitair Ziekenhuis Gent - Bélgica
|
| 48 | Pföhler, Claudia | - |
Universitätsklinikum des Saarlandes Medizinische Fakultät der Universität des Saarlandes - Alemania
|
| 49 | Erdil, Dilara Ilhan | - |
T. C. Sağlık Bakanlığı, Taksim Eğitim ve Araştirma Hastanesi - Turquía
|
| 50 | Jovanovic, Dobrila | - |
Sloga Medik Center - Serbia
|
| 51 | Racz, Emoke | - |
Universitair Medisch Centrum Groningen - Países Bajos
|
| 52 | Bechara, Falk G. | - |
Ruhr-Universität Bochum - Alemania
|
| 53 | Vaccaro, Federico | - |
Università degli Studi di Messina - Italia
|
| 54 | Dimitriou, Florentia | - |
Universitätsspital Zürich, Dermatologische Klinik - Suiza
|
| 55 | Rasulova, Gunel | - |
Koç Üniversitesi - Turquía
|
| 56 | Cenk, Hulya | - |
Pamukkale Üniversitesi - Turquía
|
| 57 | Yanatma, Irem | - |
Fethiye State Hospital - Turquía
|
| 58 | Kolm, Isabel | - |
Universitätsspital Zürich, Dermatologische Klinik - Suiza
|
| 59 | Hoorens, Isabelle | - |
Universitair Ziekenhuis Gent - Bélgica
|
| 60 | Sheshova, Iskra Petrovska | - |
Dermatology Aesthetic Clinic Dr.Iskra - Macedonia
|
| 61 | Jocic, Ivana | - |
Vojnomedicinska Akademija - Serbia
|
| 62 | Knuever, Jana | - |
Uniklinik Köln - Alemania
|
| 63 | Fleißner, Janik | - |
Universitätsklinikum Freiburg - Alemania
Universitätsklinikum Würzburg - Alemania |
| 64 | Thamm, Janis Raphael | - |
University Hospital Augsburg - Alemania
|
| 65 | Dahlberg, Johan | - |
Norrlands Universitetssjukhus - Suecia
|
| 66 | Lluch-Galcerá, Juan José | - |
Hospital Universitari Germans Trias i Pujol - España
|
| 67 | Figueroa, Juan Sebastián Andreani | - |
Universidad del Desarrollo - Chile
|
| 68 | Holzgruber, Julia | - |
Kepler Universitätsklinikum - Austria
|
| 69 | Welzel, Julia | - |
University Hospital Augsburg - Alemania
|
| 70 | Damevska, Katerina | - |
SS Cyril and Methodius University Faculty of Medicine - Macedonia
|
| 71 | Mayer, Kristine Elisabeth | - |
Technische Universität München - Alemania
|
| 72 | Maul, Lara Valeska | - |
Universitätsspital Basel - Suiza
|
| 73 | Garzona-Navas, Laura | - |
Hospital Clínica Bíblica - Costa Rica
|
| 74 | Bley, Laura Isabell | - |
Universitätsklinikum Münster - Alemania
|
| 75 | Schmitt, Laurenz | - |
Universitätsklinikum Freiburg - Alemania
Universitätsklinikum Heidelberg - Alemania |
| 76 | Reipen, Lena | - |
Universitätsklinikum Freiburg - Alemania
Universitätsklinikum Würzburg - Alemania |
| 77 | Shafik, Lidia | - |
East Surrey Hospital - Reino Unido
|
| 78 | Petrovska, Lidija | - |
Clinical Hospital Shtip - Macedonia
|
| 79 | Golle, Linda | - |
Universitätsklinikum und Medizinische Fakultät Tübingen - Alemania
Universitätsklinikum Halle und Medizinische Fakultät - Alemania |
| 80 | Jopen, Luise | - |
Medizinische Fakultät und Uniklinikum Magdeburg - Alemania
|
| 81 | Gogilidze, Magda | - |
International Dermatological Clinic Kani - Georgia
|
| 82 | Burg, Maria Rosa | - |
Universitätsklinikum Hamburg-Eppendorf - Alemania
|
| 83 | Morales-Sánchez, Martha Alejandra | - |
Centro Dermatolgico de Dr. Ladislao de la Pascua - México
|
| 84 | Sławińska, Martyna | - |
Gdanski Uniwersytet Medyczny - Polonia
|
| 85 | Mengoni, Miriam | - |
Medizinische Fakultät und Uniklinikum Magdeburg - Alemania
|
| 86 | Dragolov, Miroslav | - |
Mirabel Clinic - Bulgaria
|
| 87 | Iglesias-Pena, Nicolás | - |
San Rafael Hospital - España
|
| 88 | Booken, Nina | - |
Universitätsklinikum Hamburg-Eppendorf - Alemania
|
| 89 | Enechukwu, Nkechi Anne | - |
Nnamdi Azikiwe University - Nigeria
|
| 90 | Persa, Oana Diana | - |
Technische Universität München - Alemania
|
| 91 | Oninla, Olumayowa Abimbola | - |
Obafemi Awolowo University - Nigeria
|
| 92 | Theofilogiannakou, Panagiota | - |
Evagelismos Hospital - Grecia
|
| 93 | Kage, Paula | - |
Hautarztpraxis Dr. med. Paula Kage - Alemania
|
| 94 | Neto, Roque Rafael Oliveira | - |
Universidade Federal de Mato Grosso - Brasil
|
| 95 | Peralta, Rosario | - |
Instituto de Investigaciones Medicas Alfredo Lanari - Argentina
|
| 96 | Afiouni, Rym | - |
Faculté de Médecine - Líbano
|
| 97 | Schuh, Sandra | - |
University Hospital Augsburg - Alemania
|
| 98 | Schnabl-Scheu, Saskia | - |
Universitätsklinikum und Medizinische Fakultät Tübingen - Alemania
|
| 99 | Vural, Seçil | - |
Koç Üniversitesi - Turquía
|
| 100 | Hudson, Sharon | - |
Clinical Nurse Consultant - Australia
|
| 101 | Saa, Sonia Rodriguez | - |
Hospital El Carmen - Argentina
|
| 102 | Hartmann, Sören | - |
TECHNISCHE UNIVERSITAT DRESDEN - Alemania
|
| 103 | Damevska, Stefana | - |
Acibadem City Clinic Tokuda Hospital - Bulgaria
|
| 104 | Finck, Stefanie | - |
Hospital Stuttgart - Alemania
|
| 105 | Braun, Stephan Alexander | - |
Universitätsklinikum Münster - Alemania
Heinrich-Heine-Universität Düsseldorf Medizinische Fakultät - Alemania |
| 106 | Hartmann, Tim | - |
Universitätsklinikum und Medizinische Fakultät Tübingen - Alemania
|
| 107 | Welponer, Tobias | - |
Paracelsus Medizinische Privatuniversitat - Austria
|
| 108 | Sotirovski, Tomica | - |
SS Cyril and Methodius University Faculty of Medicine - Macedonia
|
| 109 | Bondare-Ansberga, Vanda | - |
Riga 1st Hospital - Letonia
|
| 110 | Ahlgrimm-Siess, Verena | - |
Paracelsus Medizinische Privatuniversitat - Austria
|
| 111 | Frings, Verena Gerlinde | - |
Universitätsklinikum Freiburg - Alemania
Universitätsklinikum Würzburg - Alemania |
| 112 | Simeonovski, Viktor | - |
SS Cyril and Methodius University Faculty of Medicine - Macedonia
|
| 113 | Zafirovik, Zorica | - |
SS Cyril and Methodius University Faculty of Medicine - Macedonia
|
| 114 | Maul, Julia Tatjana | - |
Northwestern University Feinberg School of Medicine - Estados Unidos
Universitätsklinikum Freiburg - Alemania |
| 115 | Lehr, Saskia | - |
Universitätsklinikum Freiburg - Alemania
|
| 116 | Wobser, Marion | - |
Universitätsklinikum Freiburg - Alemania
Universitätsklinikum Würzburg - Alemania |
| 117 | Debus, Dirk | - |
Paracelsus Medical University - Alemania
|
| 118 | Riad, Hassan | - |
Doha Metropolitan Area - Catar
|
| 119 | Pereira, Manuel P. | - |
Charité – Universitätsmedizin Berlin - Alemania
|
| 120 | Lengyel, Zsuzsanna | - |
Pécsi Tudományegyetem - Hungría
|
| 121 | Balcere, Alise | - |
Riga Stradins University - Letonia
|
| 122 | Tsakiri, Amalia | - |
Genesis Private Clinic - Grecia
|
| 123 | Braun, Ralph P. | - |
Universitätsspital Zürich, Dermatologische Klinik - Suiza
|
| 124 | Brinker, Titus J. | Hombre |
German Canc Res Ctr - Alemania
German Cancer Research Center - Alemania |
| Fuente |
|---|
| Federal Ministry of Health, Berlin, Germany (Grant Number: 2520DAT801) and Ministry of Social Affairs, Health and Integration of the Federal State Baden-Wrttemberg, Germany (Grant Number: 53 - 5400.1-007/5). |
| Federal State Baden-Württemberg |
| Agradecimiento |
|---|
| We would like to thank Tim Holland-Letz for his statistical feedback. We gratefully acknowledge the collaborating clinicians listed in the Supplementary Data 1 who actively and voluntarily spent time to participate in the reader study. Some participants opted to not be mentioned despite their participation and the authors also thank these colleagues for their valuable contribution. |
| Federal Ministry of Health, Berlin, Germany, grant number 2520DAT801, TJB. Ministry of Social Affairs, Health and Integration of the Federal State Baden-Württemberg, Germany, grant number 53 − 5400.1-007/5, TJB. Open Access funding enabled and organized by Projekt DEAL. |
