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    <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.</abstract>
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%0 Conference Proceedings
%T A Psychologically Informed Approach to CLPsych Shared Task 2018
%A Simchon, Almog
%A Gilead, Michael
%Y Loveys, Kate
%Y Niederhoffer, Kate
%Y Prud’hommeaux, Emily
%Y Resnik, Rebecca
%Y Resnik, Philip
%S Proceedings of the Fifth Workshop on Computational Linguistics and Clinical Psychology: From Keyboard to Clinic
%D 2018
%8 June
%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, CLPsych 2018)

• A Psychologically Informed Approach to CLPsych Shared Task 2018 (Simchon & Gilead, CLPsych 2018)

ACL

• Almog Simchon and Michael Gilead. 2018. A Psychologically Informed Approach to CLPsych Shared Task 2018. In Proceedings of the Fifth Workshop on Computational Linguistics and Clinical Psychology: From Keyboard to Clinic, pages 113–118, New Orleans, LA. Association for Computational Linguistics.