TY - JOUR
T1 - Moderator Assistant
T2 - a Natural Language Generation-based intervention to support mental health via social media
AU - Hussain, M. Sazzad
AU - Li, Juchen
AU - Ellis, Louise A.
AU - Ospina-Pinillos, Laura
AU - Davenport, Tracey A.
AU - Calvo, Rafael A.
AU - Hickie, Ian B.
PY - 2015/10/2
Y1 - 2015/10/2
N2 - As online mental health support groups become increasingly popular, they require more support from volunteers and trained moderators who help their users through “interventions” (i.e., responding to questions and providing support). We present a system that supports such human interventions using Natural Language Generation (NLG) techniques. The system generates draft responses aimed at reducing moderators’ workload, and improving their efficacy. NLG and human interventions were compared through the ratings of 35 psychology interns. The NLG-based system was capable of generating messages that are grammatically correct with clear language. The system needs improvement, however, moderators can already use it as draft responses.
AB - As online mental health support groups become increasingly popular, they require more support from volunteers and trained moderators who help their users through “interventions” (i.e., responding to questions and providing support). We present a system that supports such human interventions using Natural Language Generation (NLG) techniques. The system generates draft responses aimed at reducing moderators’ workload, and improving their efficacy. NLG and human interventions were compared through the ratings of 35 psychology interns. The NLG-based system was capable of generating messages that are grammatically correct with clear language. The system needs improvement, however, moderators can already use it as draft responses.
UR - http://www.scopus.com/inward/record.url?scp=84949988418&partnerID=8YFLogxK
UR - http://purl.org/au-research/grants/arc/FT140100824
U2 - 10.1080/15228835.2015.1105768
DO - 10.1080/15228835.2015.1105768
M3 - Article
AN - SCOPUS:84949988418
VL - 33
SP - 304
EP - 329
JO - Journal of Technology in Human Services
JF - Journal of Technology in Human Services
SN - 1522-8835
IS - 4
ER -