UCL Discovery
UCL home » Library Services » Electronic resources » UCL Discovery

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

Bonin, F; Gleize, M; Hou, Y; Ganguly, D; Finnerty, AN; Jochim, C; Pascale, A; ... Michie, S; + view all (2020) Knowledge Extraction and Prediction from Behavior Science Randomized Controlled Trials: A Case Study in Smoking Cessation. AMIA Annual Symposium proceedings , 2020 pp. 253-262. Green open access

[thumbnail of Bonin et al. - Knowledge Extraction and Prediction for Beh Sci RCTs.pdf]
Preview
Text
Bonin et al. - Knowledge Extraction and Prediction for Beh Sci RCTs.pdf - Published Version

Download (272kB) | Preview

Abstract

Due to the fast pace at which randomized controlled trials are published in the health domain, researchers, consultants and policymakers would benefit from more automatic ways to process them by both extracting relevant information and automating the meta-analysis processes. In this paper, we present a novel methodology based on natural language processing and reasoning models to 1) extract relevant information from RCTs and 2) predict potential outcome values on novel scenarios, given the extracted knowledge, in the domain of behavior change for smoking cessation.

Type: Article
Title: Knowledge Extraction and Prediction from Behavior Science Randomized Controlled Trials: A Case Study in Smoking Cessation
Location: United States
Open access status: An open access version is available from UCL Discovery
Publisher version: https://knowledge.amia.org/72332-amia-1.4602255/t0...
Language: English
Additional information: This version is the version of record. For information on re-use, please refer to the publisher’s terms and conditions.
UCL classification: UCL
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences
UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > Div of Psychology and Lang Sciences > Clinical, Edu and Hlth Psychology
URI: https://discovery.ucl.ac.uk/id/eprint/10128194
Downloads since deposit
7Downloads
Download activity - last month
Download activity - last 12 months
Downloads by country - last 12 months

Archive Staff Only

View Item View Item