[Corpora-List] PhD Position at Université Côte d’Azur, CNRS, Inria, I3S, France on Natural Language Processing (Argument Mining) for Medicine

elena_cabrio elena.cabrio at unice.fr
Fri Apr 2 17:32:25 CEST 2021


1 PhD position on Explanatory argument generation for healthcare applications at Université Côte d’Azur, CNRS, Inria, I3S, France

-- Context --

Argument(ation) mining, the new and rapidly growing area of Natural Language Processing (NLP) and computational models of argument, aims at the automatic recognition of argument structures in large resources of natural language texts. In the clinical domain, argument mining has been proved to be beneficial in providing us with methods to automatically  detect  in  text  the argumentative  structures  that  are  at  the  basis of Evidence-Based Medicine (EBM).

While neural networks for medical diagnosis have become exceedingly accurate in many areas, their ability to explain how they achieve their outcome remains problematic. The goal of this project is to enable clinical prediction systems to engage in argument-based explanatory dialogues with humans, whereby clinicians will be able to argue with the system in natural language. In particular, we focus on elaborating argumentative explanations to diagnosis predictions, so that to support clinicians to make informative decisions.

The position is funded by the CHIST-ERA ANTIDOTE project.

-- Keywords --

Evidence-based decision making in medicine, argument-based explanation, explanatory natural language dialogues

-- Research fields --

Artificial Intelligence, Natural Language Processing, Machine Learning

-- Research group --

WIMMICS (http://wimmics.inria.fr/) is a research team of Université Côte d’Azur (UCA), Inria, CNRS. The research fields of the team are graph-oriented knowledge representation, reasoning and operationalization to model and support actors, actions and interactions in web-based epistemic communities.

-- Candidate profile --

The candidate must hold a master in Computer Science, with a specialization in Artificial Intelligence or Natural Language Processing. The candidate must have strong skills on Machine Learning frameworks and good English skills in writing and communication.

-- Application process --

Apply by sending an email directly to the supervisors (Elena Cabrio <elena.cabrio at univ-cotedazur.fr> and Serena Villata <serena.villata at univ-cotedazur.fr>).

Deadline for applications: *** April 15th, 2021 ***

The application must include:

- Curriculum vitæ.

- Motivation Letter.

- Academic transcripts of a master’s degree(s) or equivalent.

- One letter of recommendation (recommended)

- Internship report, if possible.



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