@inproceedings{simchon-gilead-2018-psychologically,
title = "A Psychologically Informed Approach to {CLP}sych Shared Task 2018",
author = "Simchon, Almog and
Gilead, Michael",
booktitle = "Proceedings of the Fifth Workshop on Computational Linguistics and Clinical Psychology: From Keyboard to Clinic",
month = jun,
year = "2018",
address = "New Orleans, LA",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/W18-0612",
doi = "10.18653/v1/W18-0612",
pages = "113--118",
abstract = "This paper describes our approach to the CLPsych 2018 Shared Task, in which we attempted to predict cross-sectional psychological health at age 11 and future psychological distress based on childhood essays. We attempted several modeling approaches and observed best cross-validated prediction accuracy with relatively simple models based on psychological theory. The models provided reasonable predictions in most outcomes. Notably, our model was especially successful in predicting out-of-sample psychological distress (across people and across time) at age 50.",
}
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%0 Conference Proceedings
%T A Psychologically Informed Approach to CLPsych Shared Task 2018
%A Simchon, Almog
%A Gilead, Michael
%S Proceedings of the Fifth Workshop on Computational Linguistics and Clinical Psychology: From Keyboard to Clinic
%D 2018
%8 jun
%I Association for Computational Linguistics
%C New Orleans, LA
%F simchon-gilead-2018-psychologically
%X This paper describes our approach to the CLPsych 2018 Shared Task, in which we attempted to predict cross-sectional psychological health at age 11 and future psychological distress based on childhood essays. We attempted several modeling approaches and observed best cross-validated prediction accuracy with relatively simple models based on psychological theory. The models provided reasonable predictions in most outcomes. Notably, our model was especially successful in predicting out-of-sample psychological distress (across people and across time) at age 50.
%R 10.18653/v1/W18-0612
%U https://aclanthology.org/W18-0612
%U https://doi.org/10.18653/v1/W18-0612
%P 113-118
Markdown (Informal)
[A Psychologically Informed Approach to CLPsych Shared Task 2018](https://aclanthology.org/W18-0612) (Simchon & Gilead, 2018)
ACL