A qualitative research framework for the design of user-centered displays of explanations for machine learning model predictions in healthcare

BACKGROUND: There is an increasing interest in clinical prediction tools that can achieve high prediction accuracy and provide explanations of the factors leading to increased risk of adverse outcomes. However, approaches to explaining complex machine learning (ML) models are rarely informed by end-...

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Detalles Bibliográficos
Autores principales: Barda, Amie J., Horvat, Christopher M., Hochheiser, Harry
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Research Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7545557/
https://www.ncbi.nlm.nih.gov/pubmed/33032582
http://dx.doi.org/10.1186/s12911-020-01276-x

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7545557/
https://www.ncbi.nlm.nih.gov/pubmed/33032582
http://dx.doi.org/10.1186/s12911-020-01276-x

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