Literature DB >> 29678047

Unsupervised Information Extraction from Behaviour Change Literature.

Debasis Ganguly1, Léa A Deleris1, Pol Mac Aonghusa1, Alison J Wright2, Ailbhe N Finnerty2, Emma Norris2, Marta M Marques2, Susan Michie2.   

Abstract

This paper describes our approach to construct a scalable system for unsupervised information extraction from the behaviour change intervention literature. Due to the many different types of attribute to be extracted, we adopt a passage retrieval based framework that provides the most likely value for an attribute. Our proposed method is capable of addressing variable length passage sizes and different validation criteria for the extracted values corresponding to each attribute to be found. We evaluate our approach by constructing a manually annotated ground-truth from a set of 50 research papers with reported studies on smoking cessation.

Keywords:  Behavior Change; Information Extraction; Smoking Cessation

Mesh:

Year:  2018        PMID: 29678047

Source DB:  PubMed          Journal:  Stud Health Technol Inform        ISSN: 0926-9630


  3 in total

1.  Knowledge Extraction and Prediction from Behavior Science Randomized Controlled Trials: A Case Study in Smoking Cessation.

Authors:  Francesca Bonin; Martin Gleize; Yufang Hou; Debasis Ganguly; Ailbhe N Finnerty; Charles Jochim; Alessandra Pascale; Pierpaolo Tommasi; Pol Mac Aonghusa; Susan Michie
Journal:  AMIA Annu Symp Proc       Date:  2021-01-25

2.  Outcome Prediction from Behaviour Change Intervention Evaluations using a Combination of Node and Word Embedding.

Authors:  Debasis Ganguly; Martin Gleize; Yufang Hou; Charles Jochim; Francesca Bonin; Alessandra Pascale; Pierpaolo Tommasi; Pol Mac Aonghusa; Robert West; Marie Johnston; Mike Kelly; Susan Michie
Journal:  AMIA Annu Symp Proc       Date:  2022-02-21

3.  The Cooperation Databank: Machine-Readable Science Accelerates Research Synthesis.

Authors:  Giuliana Spadaro; Ilaria Tiddi; Simon Columbus; Shuxian Jin; Annette Ten Teije; Daniel Balliet
Journal:  Perspect Psychol Sci       Date:  2022-05-17
  3 in total

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