The language of mental health problems in social media. - George Gkotsis; Anika Oellrich; Tim J. P. Hubbard; Richard J. B. Dobson; Maria Liakata; Sumithra Velupillai; Rina Dutta (CLPsych@HLT-NAACL, 2016)

Don't Let Notes Be Misunderstood: A Negation Detection Method for Assessing Risk of Suicide in Mental Health Records. - George Gkotsis; Sumithra Velupillai; Anika Oellrich; Harry Dean; Maria Liakata; Rina Dutta (CLPsych@HLT-NAACL, 2016)

Detection of Suicidality in Adolescents with Autism Spectrum Disorders: Developing a Natural Language Processing Approach for Use in Electronic Health Records. - Johnny Downs; Sumithra Velupillai; George Gkotsis; Rachel Holden; Maxim Kikoler; Harry Dean; Andrea Fernandes; Rina Dutta (AMIA, 2017)

Hierarchical neural model with attention mechanisms for the classification of social media text related to mental health. - Julia Ive; George Gkotsis; Rina Dutta; Robert Stewart 002; Sumithra Velupillai (CLPsych@NAACL-HTL, 2018)

Time Expressions in Mental Health Records for Symptom Onset Extraction. - Natalia Viani; Lucia Yin; Joyce Kam; Ayunni Alawi; André Bittar; Rina Dutta; Rashmi Patel; Robert Stewart 002; Sumithra Velupillai (Louhi@EMNLP, 2018)

Using clinical Natural Language Processing for health outcomes research: Overview and actionable suggestions for future advances. - Sumithra Velupillai; Hanna Suominen; Maria Liakata; Angus Roberts; Anoop D. Shah; Katherine Morley; David Osborn; Joseph Hayes; Robert Stewart 002; Johnny Downs; Wendy W. Chapman; Rina Dutta (J. Biomed. Informatics, 2018)

Text Classification to Inform Suicide Risk Assessment in Electronic Health Records. - André Bittar; Sumithra Velupillai; Angus Roberts; Rina Dutta (MedInfo, 2019)

Identifying Suicidal Adolescents from Mental Health Records Using Natural Language Processing. - Sumithra Velupillai; Sophie Epstein; André Bittar; Thomas Stephenson; Rina Dutta; Johnny Downs (MedInfo, 2019)

Using Deep Neural Networks with Intra- and Inter-Sentence Context to Classify Suicidal Behaviour. - Xingyi Song; Johnny Downs; Sumithra Velupillai; Rachel Holden; Maxim Kikoler; Kalina Bontcheva; Rina Dutta; Angus Roberts (LREC, 2020)

Clinical History Segment Extraction from Chronic Fatigue Syndrome Assessments to Model Disease Trajectories. - Sonia Priou; Natalia Viani; Veshalee Vernugopan; Chloe Tytherleigh; Faduma Abdalla Hassan; Rina Dutta; Trudie Chalder; Sumithra Velupillai (MIE, 2020)

Temporal information extraction from mental health records to identify duration of untreated psychosis. - Natalia Viani; Joyce Kam; Lucia Yin; André Bittar; Rina Dutta; Rashmi Patel; Robert Stewart 002; Sumithra Velupillai (J. Biomed. Semant., 2020)

Analysing Meso and Macro conversation structures in an online suicide support forum. - Sagar Joglekar 001; Sumithra Velupillai; Rina Dutta; Nishanth Sastry (CoRR, 2020)