Dermatologist-like explainable AI enhances melanoma diagnosis accuracy: eye-tracking study

Tirtha Chanda, Sarah Haggenmueller, Tabea-Clara Bucher, Tim Holland-Letz, Harald Kittler, Philipp Tschandl, Markus V. Heppt, Carola Berking, Jochen S. Utikal, Bastian Schilling, Claudia Buerger, Cristian Navarrete-Dechent, Matthias Goebeler, Jakob Nikolas Kather, Carolin V. Schneider, Benjamin Durani, Hendrike Durani, Martin Jansen, Juliane Wacker, Joerg Wacker, Unknown, Nina Booken, Verena Ahlgrimm-Siess, Julia Welzel, Oana-Diana Persa, Florentia Dimitriou, Stephan Alexander Braun, Lara Valeska Maul, Antonia Reimer-Taschenbrecker, Sandra Schuh, Falk G. Bechara, Laurence Feldmeyer, Beda Mühleisen, Elisabeth Gössinger, Stephan Alexander Braun, Van Anh Nguyen, Julia-Tatjana Maul, Friederike Hoffmann, Claudia Pföhler, Janis Thamm, Wiebke Ludwig-Peitsch, Daniela Hartmann, Laura Garzona-Navas, Martyna Sławińska, Panagiota Theofilogiannakou, Ana Sanader Vucemilovic, Juan José Lluch-Galcerá, Aude Beyens, Dilara Ilhan Erdil, Rym Afiouni, Vanda Bondare-Ansberga, Martha Alejandra Morales-Sánchez, Arzu Ferhatosmanoğlu, Roque Rafael Oliveira Neto, Lidija Petrovska, Amalia Tsakiri, Hülya Cenk, Sharon Hudson, Miroslav Dragolov, Zorica Zafirovik, Ivana Jocic, Alise Balcere, Zsuzsanna Lengyel, Alexander Salava, Isabelle Hoorens, Sonia Rodriguez Saa, Emõke Rácz, Gabriel Salerni, Karen Manuelyan, Amr Mohammad Ammar, Michael Erdmann, Nicola Wagner, Jannik Sambale, Stephan Kemenes, Moritz Ronicke, Lukas Sollfrank, Caroline Bosch-Voskens, Ioannis Sagonas, Thomas Breakell, Christopher Uebel, Lisa Zieringer, Michael Hoener, Leonie Rabe, Tim Sackmann, Julia Baumert, Marthe Lisa Schaarschmidt, Nadia Ninosu, Kaan Yilmaz, Danai Dionysia, Franca Christ, Sarah Fahimi, Sabina Loos, Ani Sachweizer, Janika Gosmann, Tobias Weberschock, Ufuk Erdogdu, Amelie Buchinger, Jasmin Lunderstedt, Timo Funk, Hess Klifo, Sebastian Kiefer, Dietlein Klifo, Malin Kalski, Titus J. Brinker

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DOI
10.1038/s41467-025-59532-5
Published
2025-05-21
Container
Nature Communications
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.1038/s41467-025-59532-5,
  title = {Dermatologist-like explainable AI enhances melanoma diagnosis accuracy: eye-tracking study},
  author = {Tirtha Chanda and Sarah Haggenmueller and Tabea-Clara Bucher and Tim Holland-Letz and Harald Kittler and Philipp Tschandl and Markus V. Heppt and Carola Berking and Jochen S. Utikal and Bastian Schilling and Claudia Buerger and Cristian Navarrete-Dechent and Matthias Goebeler and Jakob Nikolas Kather and Carolin V. Schneider and Benjamin Durani and Hendrike Durani and Martin Jansen and Juliane Wacker and Joerg Wacker and Unknown and Nina Booken and Verena Ahlgrimm-Siess and Julia Welzel and Oana-Diana Persa and Florentia Dimitriou and Stephan Alexander Braun and Lara Valeska Maul and Antonia Reimer-Taschenbrecker and Sandra Schuh and Falk G. Bechara and Laurence Feldmeyer and Beda Mühleisen and Elisabeth Gössinger and Stephan Alexander Braun and Van Anh Nguyen and Julia-Tatjana Maul and Friederike Hoffmann and Claudia Pföhler and Janis Thamm and Wiebke Ludwig-Peitsch and Daniela Hartmann and Laura Garzona-Navas and Martyna Sławińska and Panagiota Theofilogiannakou and Ana Sanader Vucemilovic and Juan José Lluch-Galcerá and Aude Beyens and Dilara Ilhan Erdil and Rym Afiouni and Vanda Bondare-Ansberga and Martha Alejandra Morales-Sánchez and Arzu Ferhatosmanoğlu and Roque Rafael Oliveira Neto and Lidija Petrovska and Amalia Tsakiri and Hülya Cenk and Sharon Hudson and Miroslav Dragolov and Zorica Zafirovik and Ivana Jocic and Alise Balcere and Zsuzsanna Lengyel and Alexander Salava and Isabelle Hoorens and Sonia Rodriguez Saa and Emõke Rácz and Gabriel Salerni and Karen Manuelyan and Amr Mohammad Ammar and Michael Erdmann and Nicola Wagner and Jannik Sambale and Stephan Kemenes and Moritz Ronicke and Lukas Sollfrank and Caroline Bosch-Voskens and Ioannis Sagonas and Thomas Breakell and Christopher Uebel and Lisa Zieringer and Michael Hoener and Leonie Rabe and Tim Sackmann and Julia Baumert and Marthe Lisa Schaarschmidt and Nadia Ninosu and Kaan Yilmaz and Danai Dionysia and Franca Christ and Sarah Fahimi and Sabina Loos and Ani Sachweizer and Janika Gosmann and Tobias Weberschock and Ufuk Erdogdu and Amelie Buchinger and Jasmin Lunderstedt and Timo Funk and Hess Klifo and Sebastian Kiefer and Dietlein Klifo and Malin Kalski and Titus J. Brinker},
  year = {2025},
  journal = {Nature Communications},
  doi = {10.1038/s41467-025-59532-5},
  url = {https://doi.org/10.1038/s41467-025-59532-5}
}

RIS

TY  - JOUR
TI  - Dermatologist-like explainable AI enhances melanoma diagnosis accuracy: eye-tracking study
AU  - Tirtha Chanda
AU  - Sarah Haggenmueller
AU  - Tabea-Clara Bucher
AU  - Tim Holland-Letz
AU  - Harald Kittler
AU  - Philipp Tschandl
AU  - Markus V. Heppt
AU  - Carola Berking
AU  - Jochen S. Utikal
AU  - Bastian Schilling
AU  - Claudia Buerger
AU  - Cristian Navarrete-Dechent
AU  - Matthias Goebeler
AU  - Jakob Nikolas Kather
AU  - Carolin V. Schneider
AU  - Benjamin Durani
AU  - Hendrike Durani
AU  - Martin Jansen
AU  - Juliane Wacker
AU  - Joerg Wacker
AU  - Unknown
AU  - Nina Booken
AU  - Verena Ahlgrimm-Siess
AU  - Julia Welzel
AU  - Oana-Diana Persa
AU  - Florentia Dimitriou
AU  - Stephan Alexander Braun
AU  - Lara Valeska Maul
AU  - Antonia Reimer-Taschenbrecker
AU  - Sandra Schuh
AU  - Falk G. Bechara
AU  - Laurence Feldmeyer
AU  - Beda Mühleisen
AU  - Elisabeth Gössinger
AU  - Stephan Alexander Braun
AU  - Van Anh Nguyen
AU  - Julia-Tatjana Maul
AU  - Friederike Hoffmann
AU  - Claudia Pföhler
AU  - Janis Thamm
AU  - Wiebke Ludwig-Peitsch
AU  - Daniela Hartmann
AU  - Laura Garzona-Navas
AU  - Martyna Sławińska
AU  - Panagiota Theofilogiannakou
AU  - Ana Sanader Vucemilovic
AU  - Juan José Lluch-Galcerá
AU  - Aude Beyens
AU  - Dilara Ilhan Erdil
AU  - Rym Afiouni
AU  - Vanda Bondare-Ansberga
AU  - Martha Alejandra Morales-Sánchez
AU  - Arzu Ferhatosmanoğlu
AU  - Roque Rafael Oliveira Neto
AU  - Lidija Petrovska
AU  - Amalia Tsakiri
AU  - Hülya Cenk
AU  - Sharon Hudson
AU  - Miroslav Dragolov
AU  - Zorica Zafirovik
AU  - Ivana Jocic
AU  - Alise Balcere
AU  - Zsuzsanna Lengyel
AU  - Alexander Salava
AU  - Isabelle Hoorens
AU  - Sonia Rodriguez Saa
AU  - Emõke Rácz
AU  - Gabriel Salerni
AU  - Karen Manuelyan
AU  - Amr Mohammad Ammar
AU  - Michael Erdmann
AU  - Nicola Wagner
AU  - Jannik Sambale
AU  - Stephan Kemenes
AU  - Moritz Ronicke
AU  - Lukas Sollfrank
AU  - Caroline Bosch-Voskens
AU  - Ioannis Sagonas
AU  - Thomas Breakell
AU  - Christopher Uebel
AU  - Lisa Zieringer
AU  - Michael Hoener
AU  - Leonie Rabe
AU  - Tim Sackmann
AU  - Julia Baumert
AU  - Marthe Lisa Schaarschmidt
AU  - Nadia Ninosu
AU  - Kaan Yilmaz
AU  - Danai Dionysia
AU  - Franca Christ
AU  - Sarah Fahimi
AU  - Sabina Loos
AU  - Ani Sachweizer
AU  - Janika Gosmann
AU  - Tobias Weberschock
AU  - Ufuk Erdogdu
AU  - Amelie Buchinger
AU  - Jasmin Lunderstedt
AU  - Timo Funk
AU  - Hess Klifo
AU  - Sebastian Kiefer
AU  - Dietlein Klifo
AU  - Malin Kalski
AU  - Titus J. Brinker
PY  - 2025
JO  - Nature Communications
DO  - 10.1038/s41467-025-59532-5
UR  - https://doi.org/10.1038/s41467-025-59532-5
ER  - 

APA

Chanda, T., Haggenmueller, S., Bucher, T., Holland-Letz, T., Kittler, H., Tschandl, P., Heppt, M. V., Berking, C., Utikal, J. S., Schilling, B., Buerger, C., Navarrete-Dechent, C., Goebeler, M., Kather, J. N., Schneider, C. V., Durani, B., Durani, H., Jansen, M., Wacker, J., Wacker, J., Unknown, Booken, N., Ahlgrimm-Siess, V., Welzel, J., Persa, O., Dimitriou, F., Braun, S. A., Maul, L. V., Reimer-Taschenbrecker, A., Schuh, S., Bechara, F. G., Feldmeyer, L., Mühleisen, B., Gössinger, E., Braun, S. A., Nguyen, V. A., Maul, J., Hoffmann, F., Pföhler, C., Thamm, J., Ludwig-Peitsch, W., Hartmann, D., Garzona-Navas, L., Sławińska, M., Theofilogiannakou, P., Vucemilovic, A. S., Lluch-Galcerá, J. J., Beyens, A., Erdil, D. I., Afiouni, R., Bondare-Ansberga, V., Morales-Sánchez, M. A., Ferhatosmanoğlu, A., Neto, R. R. O., Petrovska, L., Tsakiri, A., Cenk, H., Hudson, S., Dragolov, M., Zafirovik, Z., Jocic, I., Balcere, A., Lengyel, Z., Salava, A., Hoorens, I., Saa, S. R., Rácz, E., Salerni, G., Manuelyan, K., Ammar, A. M., Erdmann, M., Wagner, N., Sambale, J., Kemenes, S., Ronicke, M., Sollfrank, L., Bosch-Voskens, C., Sagonas, I., Breakell, T., Uebel, C., Zieringer, L., Hoener, M., Rabe, L., Sackmann, T., Baumert, J., Schaarschmidt, M. L., Ninosu, N., Yilmaz, K., Dionysia, D., Christ, F., Fahimi, S., Loos, S., Sachweizer, A., Gosmann, J., Weberschock, T., Erdogdu, U., Buchinger, A., Lunderstedt, J., Funk, T., Klifo, H., Kiefer, S., Klifo, D., Kalski, M., & Brinker, T. J. (2025). Dermatologist-like explainable AI enhances melanoma diagnosis accuracy: eye-tracking study. Nature Communications. https://doi.org/10.1038/s41467-025-59532-5

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