Five Crucial Challenges in Digital Health by Nicholas Cummins, Nicholas Cummins, Björn W. Schuller, Björn W. Schuller

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Trustability-Based Dynamic Active Learning for Crowdsourced Labelling of Emotional Audio Data by Simone Hantke, Alexander Abstreiter, Nicholas Cummins, Bjorn Schuller

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Automated analysis of speech as a marker of sub-clinical psychotic experiences by Julianna Olah, Thomas Spencer, Nicholas Cummins, Kelly Diederen

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Automatic detection of expressed emotion from Five-Minute Speech Samples: Challenges and opportunities. by Bahman Mirheidari, André Bittar, Nicholas Cummins, Johnny Downs, Helen L Fisher, Heidi Christensen

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Screening for Depression and Anxiety Using a Nonverbal Working Memory Task in a Sample of Older Brazilians: Observational Study of Preliminary Artificial Intelligence Model Transfe... by Alexandra Livia Georgescu, Nicholas Cummins, Emilia Molimpakis, Eduardo Giacomazzi, Joana Rodrigues Marczyk, Stefano Goria

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Self-attention transfer networks for speech emotion recognition by Ziping Zhao, Zhongtian Bao, Zixing Zhang, Nicholas Cummins, Shihuang Sun, Haishuai Wang, Jianhua Tao, Björn W. Schuller

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Automatic Emotion Recognition in Children with Autism: A Systematic Literature Review by Agnieszka Landowska, Aleksandra Karpus, Teresa Zawadzka, Ben Robins, Duygun Erol Barkana, Hatice Kose, Tatjana Zorcec, Nicholas Cummins

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Identifying schizophrenia stigma on Twitter: a proof of principle model using service user supervised machine learning by Sagar Jilka, Clarissa Mary Odoi, Janet van Bilsen, Daniel Morris, Sinan Erturk, Nicholas Cummins, Matteo Cella, Til Wykes

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Towards a scalable approach to assess speech organization across the psychosis-spectrum -online assessment in conjunction with automated transcription and extraction of speech meas... by Julianna Olah, Nicholas Cummins, Maite Arribas, Toni Gibbs-Dean, Elena Molina, Divina Sethi, Matthew J. Kempton, Sarah Morgan, Tom Spencer, Kelly Diederen

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Data Visualization Preferences in Remote Measurement Technology for Individuals Living With Depression, Epilepsy, and Multiple Sclerosis: Qualitative Study by Sara Simblett, Erin Dawe-Lane, Gina Gilpin, Daniel Morris, Katie White, Sinan Erturk, Julie Devonshire, Simon Lees, Spyridon Zormpas, Ashley Polhemus, Gergely Temesi, Nicholas Cummins, Matthew Hotopf, Til Wykes

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Codeveloping and Evaluating a Campaign to Reduce Dementia Misconceptions on Twitter: Machine Learning Study by Sinan Erturk, Georgie Hudson, Sonja M Jansli, Daniel Morris, Clarissa M Odoi, Emma Wilson, Angela Clayton-Turner, Vanessa Bray, Gill Yourston, Andrew Cornwall, Nicholas Cummins, Til Wykes, Sagar Jilka

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Identifying depression subtypes and investigating their consistency and transitions in a 1-year cohort analysis by Carolin Oetzmann, Nicholas Cummins, Femke Lamers, Faith Matcham, Sara Siddi, Katie M. White, Josep Maria Haro, Srinivasan Vairavan, Brenda W. J. H. Penninx, Vaibhav A. Narayan, Matthew Hotopf, Ewan Carr

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Identifying depression subtypes and investigating their consistency and transitions in a 1-year cohort analysis. by Carolin Oetzmann, Nicholas Cummins, Femke Lamers, Faith Matcham, Sara Siddi, Katie M White, Josep Maria Haro, Srinivasan Vairavan, Brenda W J H Penninx, Vaibhav A Narayan, Matthew Hotopf, Ewan Carr

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The Feasibility of Implementing Remote Measurement Technologies in Psychological Treatment for Depression: Mixed Methods Study on Engagement by Valeria de Angel, Fadekemi Adeleye, Yuezhou Zhang, Nicholas Cummins, Sara Munir, Serena Lewis, Estela Laporta Puyal, Faith Matcham, Shaoxiong Sun, Amos A Folarin, Yatharth Ranjan, Pauline Conde, Zulqarnain Rashid, Richard Dobson, Matthew Hotopf

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Evaluating the Impact of Voice Activity Detection on Speech Emotion Recognition for Autistic Children by Manuel Milling, Alice Baird, Katrin D. Bartl-Pokorny, Katrin D. Bartl-Pokorny, Katrin D. Bartl-Pokorny, Shuo Liu, Alyssa M. Alcorn, Jie Shen, Teresa Tavassoli, Eloise Ainger, Elizabeth Pellicano, Maja Pantic, Nicholas Cummins, Björn W. Schuller, Björn W. Schuller

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The Association Between Home Stay and Symptom Severity in Major Depressive Disorder: Preliminary Findings From a Multicenter Observational Study Using Geolocation Data From Smartph... by Petroula Laiou, Dzmitry A Kaliukhovich, Amos A Folarin, Yatharth Ranjan, Zulqarnain Rashid, Pauline Conde, Callum Stewart, Shaoxiong Sun, Yuezhou Zhang, Faith Matcham, Alina Ivan, Grace Lavelle, Sara Siddi, Femke Lamers, Brenda WJH Penninx, Josep Maria Haro, Peter Annas, Nicholas Cummins, Srinivasan Vairavan, Nikolay V Manyakov, Vaibhav A Narayan, Richard JB Dobson, Matthew Hotopf

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Automatic Assessment of the 2-Minute Walk Distance for Remote Monitoring of People with Multiple Sclerosis by Spyridon Kontaxis, Estela Laporta, Esther Garcia, Matteo Martinis, Letizia Leocani, Lucia Roselli, Mathias Due Buron, Ana Isabel Guerrero, Ana Zabala, Nicholas Cummins, Srinivasan Vairavan, Matthew Hotopf, Richard J. B. Dobson, Vaibhav A. Narayan, Maria Libera La Porta, Gloria Dalla Costa, Melinda Magyari, Per Soelberg Sørensen, Carlos Nos, Raquel Bailon, Giancarlo Comi, on behalf of the RADAR-CNS Consortium

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Predicting Depressive Symptom Severity Through Individuals’ Nearby Bluetooth Device Count Data Collected by Mobile Phones: Preliminary Longitudinal Study by Yuezhou Zhang, Amos A Folarin, Shaoxiong Sun, Nicholas Cummins, Yatharth Ranjan, Zulqarnain Rashid, Pauline Conde, Callum Stewart, Petroula Laiou, Faith Matcham, Carolin Oetzmann, Femke Lamers, Sara Siddi, Sara Simblett, Aki Rintala, David C Mohr, Inez Myin-Germeys, Til Wykes, Josep Maria Haro, Brenda W J H Penninx, Vaibhav A Narayan, Peter Annas, Matthew Hotopf, Richard J B Dobson

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Longitudinal Assessment of Seasonal Impacts and Depression Associations on Circadian Rhythm Using Multimodal Wearable Sensing: Retrospective Analysis by Yuezhou Zhang, Amos A Folarin, Shaoxiong Sun, Nicholas Cummins, Yatharth Ranjan, Zulqarnain Rashid, Callum Stewart, Pauline Conde, Heet Sankesara, Petroula Laiou, Faith Matcham, Katie M White, Carolin Oetzmann, Femke Lamers, Sara Siddi, Sara Simblett, Srinivasan Vairavan, Inez Myin-Germeys, David C Mohr, Til Wykes, Josep Maria Haro, Peter Annas, Brenda WJH Penninx, Vaibhav A Narayan, Matthew Hotopf, Richard JB Dobson

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Digital endpoints in clinical trials of Alzheimer’s disease and other neurodegenerative diseases: challenges and opportunities by Anna-Katharine Brem, Anna-Katharine Brem, Sajini Kuruppu, Casper de Boer, Casper de Boer, Marijn Muurling, Marijn Muurling, Ana Diaz-Ponce, Dianne Gove, Jelena Curcic, Andrea Pilotto, Andrea Pilotto, Andrea Pilotto, Wan-Fai Ng, Wan-Fai Ng, Nicholas Cummins, Kristina Malzbender, Vera J. M. Nies, Gul Erdemli, Johanna Graeber, Vaibhav A. Narayan, Lynn Rochester, Lynn Rochester, Walter Maetzler, Dag Aarsland, Dag Aarsland

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