eprintid: 10205986
rev_number: 7
eprint_status: archive
userid: 699
dir: disk0/10/20/59/86
datestamp: 2025-03-13 15:42:48
lastmod: 2025-03-13 15:42:48
status_changed: 2025-03-13 15:42:48
type: article
metadata_visibility: show
sword_depositor: 699
creators_name: Dramsch, Jesper Sören
creators_name: Kuglitsch, Monique M
creators_name: Fernández-Torres, Miguel-Ángel
creators_name: Toreti, Andrea
creators_name: Albayrak, Rustem Arif
creators_name: Nava, Lorenzo
creators_name: Ghaffarian, Saman
creators_name: Cheng, Ximeng
creators_name: Ma, Jackie
creators_name: Samek, Wojciech
creators_name: Venguswamy, Rudy
creators_name: Koul, Anirudh
creators_name: Muthuregunathan, Raghavan
creators_name: Hrast Essenfelder, Arthur
title: Explainability can foster trust in artificial intelligence in geoscience
ispublished: pub
divisions: UCL
divisions: B04
divisions: C06
note: This version is the author accepted manuscript. For information on re-use, please refer to the publisher's terms and conditions.
abstract: Uptake of explainable artificial intelligence (XAI) methods in geoscience is currently limited. We argue that such methods that reveal the decision processes of AI models can foster trust in their results and facilitate the broader adoption of AI.
date: 2025-02
date_type: published
publisher: Springer Science and Business Media LLC
official_url: https://doi.org/10.1038/s41561-025-01639-x
full_text_type: other
language: eng
verified: verified_manual
elements_id: 2362682
doi: 10.1038/s41561-025-01639-x
lyricists_name: Ghaffarian, Saman
lyricists_id: SGHAF69
actors_name: Ghaffarian, Saman
actors_id: SGHAF69
actors_role: owner
funding_acknowledgements: [Chelsea Shu's first investigations of the natural language processing]
full_text_status: restricted
publication: Nature Geoscience
volume: 18
number: 2
pagerange: 112-114
citation:        Dramsch, Jesper Sören;    Kuglitsch, Monique M;    Fernández-Torres, Miguel-Ángel;    Toreti, Andrea;    Albayrak, Rustem Arif;    Nava, Lorenzo;    Ghaffarian, Saman;                             ... Hrast Essenfelder, Arthur; + view all <#>        Dramsch, Jesper Sören;  Kuglitsch, Monique M;  Fernández-Torres, Miguel-Ángel;  Toreti, Andrea;  Albayrak, Rustem Arif;  Nava, Lorenzo;  Ghaffarian, Saman;  Cheng, Ximeng;  Ma, Jackie;  Samek, Wojciech;  Venguswamy, Rudy;  Koul, Anirudh;  Muthuregunathan, Raghavan;  Hrast Essenfelder, Arthur;   - view fewer <#>    (2025)    Explainability can foster trust in artificial intelligence in geoscience.                   Nature Geoscience , 18  (2)   pp. 112-114.    10.1038/s41561-025-01639-x <https://doi.org/10.1038/s41561-025-01639-x>.      
 
document_url: https://discovery.ucl.ac.uk/id/eprint/10205986/1/44210_2_merged_1735900924.pdf