[PDF] Top 20 Triaging Mental Health Forum Posts

... Error analysis revealed that many of false nega- tives in critical cases include longer posts having a general positive/neutral tone. In such posts, when there is a small section indicating self-harm, the ... See full document

... online forum posts based on the likelihood of a mental health professional being re- quired to intervene in the ...Amber posts for a user- in-the-loop scenario may be one way to help ... See full document

... Emoticons are signals of emotion expressed by using pictorial elements, or made up mostly of punc- tuation characters. We consider emoticons are es- sential on determining the writer’s mood and are lan- guage independent ... See full document

... This paper describes the contribution of LT3 for the CLPsych 2016 Shared Task on auto- matic triage of mental health forum posts. Our systems use multiclass Support Vector Ma- chines (SVM), ... See full document

... The 2016 ACL Workshop on Computational Linguis- tics and Clinical Psychology (CLPsych) included a shared task focusing on classification of user posts in the mental health forum, ... See full document

... men’s health (see Gough [2015]; Tyler and Williams [2014]; Flynn and Stana [2012]; Watkins and Jefferson ...around mental health issues who would not help seek in traditional contexts due to mistrust ... See full document

... Mental health forums are online spaces where people can share their experiences anony- mously and get peer ...as posts expressing suicide ...of forum users makes the task of the moderators ... See full document

... As we have discussed elsewhere, the qualitative explorations of men’s experiences of infertility have shown that men often feel they need to play the emotional role of being ‘the rock’ within the couple, and that they ... See full document

... from forum mod- erators is required. The automatic triage of Rea- chOut forum posts is a challenging ...Second, forum post content can be highly noisy, since posts commonly present sym- ... See full document

... In this work, we explored the automatic triage of message posts in a mental health forum. Using Random Forest classifiers we obtain a higher triage accuracy in comparison with our baseline ... See full document

... The majority of our text features are derived from traditional n-gram extraction methods. Given the large amount of unlabeled posts in the dataset, we trained our text vectorizers on the entire corpus (mi- nus the ... See full document

... represent posts from each author, but more important, the relation, ...to posts from other au- ...the posts from authors on individual modalities as a result of the ... See full document

... EDS1 and CDS2, but JVTM has a relatively bet- ter performance on EDS2, EDS3, CDS1 and CDS3. This shows it is helpful to consider each viewpoint’s topic preference. Although as studied by Paul et al. (2010), by only using ... See full document

... from mental health problems and unaffected individuals (Coppersmith et ...different mental health problem remains an open ...other mental health issues on Reddit to suicidal ... See full document

... The Samaritans has produced a report on men and suicide Samaritans, 2012, Mind and the Men’s Health Forum MHF produced a report on effective practice in male mental health for the Nation[r] ... See full document

... Irish health and mental health policy that service user knowledge can usefully inform the improved delivery of ...Irish Health Service 2008-2013 (Department of Health & Children, ... See full document

... the posts ought to be founded on likeness of portions that are passing on a similar ...all posts and after that similitude’s will be ascertained crosswise over sections with same ...gathering posts ... See full document

... When users view ‘answer’ posts in the portal, they are required to rate by the scales: 0 (extremely poor), 1 (very poor), 2 (poor), 3 (good), 4 (very good) or 5 (excellent). By doing so, the sender of the post ... See full document

... Mental health problems represent a major pub- lic health ...to mental health is aimed to help medical decision-making, public health poli- cies and to improve health ... See full document

... Citation: Simpson, A., Reynolds, L. M., Light, I. and Attenborough, J. (2008). Talking with the experts: Evaluation of an online discussion forum involving mental health service users in the ... See full document