ECIR 2019, Cologne, Germany CLEF Labs Early risk prediction on the - - PowerPoint PPT Presentation

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ECIR 2019, Cologne, Germany CLEF Labs Early risk prediction on the - - PowerPoint PPT Presentation

ECIR 2019, Cologne, Germany CLEF Labs Early risk prediction on the Internet David E. Losada Fabio Crestani Javier Parapar @DavidELosada @fcrestani @jparapar CiTiUS, Universidade Santiago de Compostela University of Lugano


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ECIR 2019, Cologne, Germany CLEF Labs

Early risk prediction on the Internet

David E. Losada⋉ Fabio Crestani• Javier Parapar∗ @DavidELosada @fcrestani @jparapar

⋉CiTiUS, Universidade Santiago de Compostela

  • University of Lugano

∗IRLab, CITIC, University of A Coruña

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eRisk Lab

Objective Explore issues of evaluation methodology, effectiveness met- rics and other processes related to the creation of test collec- tions for early risk detection

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Early Risk Prediction

Early Risk Prediction

process of sequential evidence accumulation where

alerts are made when there is enough evidence about a certain

type of risk

eRisk 2019: 2+1 tasks

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T1: Early Detection of Anorexia

T1

early detection of anorexia

based on eRisk 2018 data (training) + new data collected for 2019 (test) 2019: iterative release of user writings (REST server)

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T1

detect early traces of anorexia for each subject sequentially process pieces of evidence... Jane Doe’s writings alert (possible case of anorexia) (posts or comments) no alert a REST server iteratively gives user writings and waits for responses

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T2: Early Detection of Self-Harm

T2

self-harm

new data collected for 2019

no training stage (promote search-based methods)

positive group: (done self-harm) history of his/her writings before entering into the self-harm community iterative release of user writings (REST server)

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T2

detect early traces of self-harm for each subject sequentially process pieces of evidence... Jane Doe’s writings alert (possible case of self-harm) (posts or comments) no alert a REST server iteratively gives user writings and waits for responses

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T3: Depression-Level Estimation

T3

depression-level estimation

automatically fill a standard depression questionnaire based on user’s writings

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T3

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See you at Lugano!

@earlyrisk

https://erisk.irlab.org/