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ArticlesPeer ReviewedFull Text
Challenges in Using mHealth Data From Smartphones and Wearable Devices to Predict Depression Symptom Severity: Retrospective Analysis
Author / Creator:Sun, Shaoxiong ; Folarin, Amos A ; Zhang, Yuezhou ; Cummins, Nicholas ; Garcia-Dias, Rafael ; Stewart, Callum ; Ranjan, Yatharth ; Rashid, Zulqarnain ; Conde, Pauline ; Laiou, Petroula ; Sankesara, Heet ; Matcham, Faith ; Leightley, Daniel ; White, Katie M ; Oetzmann, Carolin ; Ivan, Alina ; Lamers, Femke ; Siddi, Sara ; Simblett, Sara ; Nica, Raluca ; Rintala, Aki ; Mohr, David C ; Myin-Germeys, Inez ; Wykes, Til ; Haro, Josep Maria ; Penninx, Brenda W J H ; Vairavan, Srinivasan ; Narayan, Vaibhav A ; Annas, Peter ; Hotopf, Matthew ; Dobson, Richard J B
Publisher:Canada: Journal of Medical Internet Research
Journal title:Journal of medical Internet research, 2023-08, Vol.25 (23), p.e45233-e45233
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Longitudinal Assessment of Seasonal Impacts and Depression Associations on Circadian Rhythm Using Multimodal Wearable Sensing: Retrospective Analysis
Author / Creator:Zhang, Yuezhou ; Folarin, Amos A ; Sun, Shaoxiong ; Cummins, Nicholas ; Ranjan, Yatharth ; Rashid, Zulqarnain ; Stewart, Callum ; Conde, Pauline ; Sankesara, Heet ; Laiou, Petroula ; Matcham, Faith ; White, Katie M ; Oetzmann, Carolin ; Lamers, Femke ; Siddi, Sara ; Simblett, Sara ; Vairavan, Srinivasan ; Myin-Germeys, Inez ; Mohr, David C ; Wykes, Til ; Haro, Josep Maria ; Annas, Peter ; Penninx, Brenda WJH ; Narayan, Vaibhav A ; Hotopf, Matthew ; Dobson, Richard JB
Publisher:Canada: Journal of Medical Internet Research
Journal title:Journal of medical Internet research, 2024-06, Vol.26 (11), p.e55302
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Protocol for an observational cohort study investigating biomarkers predicting seizure recurrence following a first unprovoked seizure in adults
Author / Creator:Adan, Guleed H ; de Bézenac, Christophe ; Bonnett, Laura ; Pridgeon, Michael ; Biswas, Shubhabrata ; Das, Kumar ; Richardson, Mark P ; Laiou, Petroula ; Keller, Simon S ; Marson, Tony
Publisher:England: British Medical Journal Publishing Group
Journal title:BMJ open, 2022-12, Vol.12 (12), p.e065390-e065390
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Predicting Depressive Symptom Severity Through Individuals’ Nearby Bluetooth Device Count Data Collected by Mobile Phones: Preliminary Longitudinal Study
Author / Creator:Zhang, Yuezhou ; Folarin, Amos A ; Sun, Shaoxiong ; Cummins, Nicholas ; Ranjan, Yatharth ; Rashid, Zulqarnain ; Conde, Pauline ; Stewart, Callum ; Laiou, Petroula ; Matcham, Faith ; Oetzmann, Carolin ; Lamers, Femke ; Siddi, Sara ; Simblett, Sara ; Rintala, Aki ; Mohr, David C ; Myin-Germeys, Inez ; Wykes, Til ; Haro, Josep Maria ; Penninx, Brenda W J H ; Narayan, Vaibhav A ; Annas, Peter ; Hotopf, Matthew ; Dobson, Richard J B
Publisher:Canada: JMIR Publications
Journal title:JMIR mHealth and uHealth, 2021-07, Vol.9 (7), p.e29840
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Digital Phenotyping of Mental and Physical Conditions: Remote Monitoring of Patients Through RADAR-Base Platform
Author / Creator:Rashid, Zulqarnain ; Folarin, Amos A ; Zhang, Yuezhou ; Ranjan, Yatharth ; Conde, Pauline ; Sankesara, Heet ; Sun, Shaoxiong ; Stewart, Callum ; Laiou, Petroula ; Dobson, Richard J B
Publisher:Canada: JMIR Publications
Journal title:JMIR mental health, 2024-10, Vol.11, p.e51259-e51259
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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 Smartphones
Author / Creator:Laiou, Petroula ; Kaliukhovich, Dzmitry A ; Folarin, Amos A ; Ranjan, Yatharth ; Rashid, Zulqarnain ; Conde, Pauline ; Stewart, Callum ; Sun, Shaoxiong ; Zhang, Yuezhou ; Matcham, Faith ; Ivan, Alina ; Lavelle, Grace ; Siddi, Sara ; Lamers, Femke ; Penninx, Brenda WJH ; Haro, Josep Maria ; Annas, Peter ; Cummins, Nicholas ; Vairavan, Srinivasan ; Manyakov, Nikolay V ; Narayan, Vaibhav A ; Dobson, Richard JB ; Hotopf, Matthew
Publisher:Canada: JMIR Publications
Journal title:JMIR mHealth and uHealth, 2022-01, Vol.10 (1), p.e28095
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Longitudinal Relationships Between Depressive Symptom Severity and Phone-Measured Mobility: Dynamic Structural Equation Modeling Study
Author / Creator:Zhang, Yuezhou ; Folarin, Amos A ; Sun, Shaoxiong ; Cummins, Nicholas ; Vairavan, Srinivasan ; Bendayan, Rebecca ; Ranjan, Yatharth ; Rashid, Zulqarnain ; Conde, Pauline ; Stewart, Callum ; Laiou, Petroula ; Sankesara, Heet ; Matcham, Faith ; White, Katie M ; Oetzmann, Carolin ; Ivan, Alina ; Lamers, Femke ; Siddi, Sara ; Vilella, Elisabet ; Simblett, Sara ; Rintala, Aki ; Bruce, Stuart ; Mohr, David C ; Myin-Germeys, Inez ; Wykes, Til ; Haro, Josep Maria ; Penninx, Brenda WJH ; Narayan, Vaibhav A ; Annas, Peter ; Hotopf, Matthew ; Dobson, Richard JB
Publisher:Canada: JMIR Publications
Journal title:JMIR mental health, 2022-03, Vol.9 (3), p.e34898
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Associations Between Depression Symptom Severity and Daily-Life Gait Characteristics Derived From Long-Term Acceleration Signals in Real-World Settings: Retrospective Analysis
Author / Creator:Zhang, Yuezhou ; Folarin, Amos A ; Sun, Shaoxiong ; Cummins, Nicholas ; Vairavan, Srinivasan ; Qian, Linglong ; Ranjan, Yatharth ; Rashid, Zulqarnain ; Conde, Pauline ; Stewart, Callum ; Laiou, Petroula ; Sankesara, Heet ; Matcham, Faith ; White, Katie M ; Oetzmann, Carolin ; Ivan, Alina ; Lamers, Femke ; Siddi, Sara ; Simblett, Sara ; Rintala, Aki ; Mohr, David C ; Myin-Germeys, Inez ; Wykes, Til ; Haro, Josep Maria ; Penninx, Brenda W J H ; Narayan, Vaibhav A ; Annas, Peter ; Hotopf, Matthew ; Dobson, Richard J B
Publisher:Canada: JMIR Publications
Journal title:JMIR mHealth and uHealth, 2022-10, Vol.10 (10), p.e40667
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Temporal Evolution of Multiday, Epileptic Functional Networks Prior to Seizure Occurrence
Author / Creator:Laiou, Petroula ; Biondi, Andrea ; Bruno, Elisa ; Viana, Pedro ; Winston, Joel ; Rashid, Zulqarnain ; Ranjan, Yatharth ; Conde, Pauline ; Stewart, Callum ; Sun, Shaoxiong ; Zhang, Yuezhou ; Folarin, Amos ; Dobson, Richard ; Schulze-Bonhage, Andreas ; Dümpelmann, Matthias ; Richardson, Mark
Publisher:Switzerland: MDPI AG
Journal title:Biomedicines, 2022-10, Vol.10 (10), p.2662
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Relationship Between Major Depression Symptom Severity and Sleep Collected Using a Wristband Wearable Device: Multicenter Longitudinal Observational Study
Author / Creator:Zhang, Yuezhou ; Folarin, Amos A ; Sun, Shaoxiong ; Cummins, Nicholas ; Bendayan, Rebecca ; Ranjan, Yatharth ; Rashid, Zulqarnain ; Conde, Pauline ; Stewart, Callum ; Laiou, Petroula ; Matcham, Faith ; White, Katie M ; Lamers, Femke ; Siddi, Sara ; Simblett, Sara ; Myin-Germeys, Inez ; Rintala, Aki ; Wykes, Til ; Haro, Josep Maria ; Penninx, Brenda WJH ; Narayan, Vaibhav A ; Hotopf, Matthew ; Dobson, Richard JB
Publisher:Canada: JMIR Publications
Journal title:JMIR mHealth and uHealth, 2021-04, Vol.9 (4), p.e24604
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Remote and long-term self-monitoring of electroencephalographic and noninvasive measurable variables at home in patients with epilepsy (EEG@HOME) : protocol for an observational study
Author / Creator:Biondi, Andrea ; Laiou, Petroula ; Bruno, Elisa ; Viana, Pedro ; Schreuder, Martijn ; Hart, William ; Nurse, Ewan ; Pal, Deb K. ; Richardson, Mark P.
Publisher:Canada: JMIR Publications
Journal title:JMIR research protocols, 2021-03, Vol.10 (3), p.e25309-e25309
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Zero-phase-delay connectivity increases the reliability, concordance with structure, and prognostic ability of functional connectivity metrics
Author / Creator:Mehra, Chirag ; Beyh, Ahmad ; Laiou, Petroula ; Garces, Pilar ; Murphy, Declan ; Loth, Eva ; Flavio Dell' Acqua ; Ewen, Joshua ; Richardson, Mark ; O'muircheartaigh, Jonathan
Publisher:Cold Spring Harbor: Cold Spring Harbor Laboratory Press
Journal title:bioRxiv, 2025-01
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Challenges in Using mHealth Data From Smartphones and Wearable Devices to Predict Depression Symptom Severity: Retrospective Analysis
Author / Creator:Sun, Shaoxiong ; Folarin, Amos A ; Zhang, Yuezhou ; Cummins, Nicholas ; Garcia-Dias, Rafael ; Stewart, Callum ; Yatharth Ranjan ; Rashid, Zulqarnain ; Conde, Pauline ; Laiou, Petroula ; Heet Sankesara ; Matcham, Faith ; Leightley, Daniel ; White, Katie M ; Oetzmann, Carolin ; Ivan, Alina ; Lamers, Femke ; Siddi, Sara ; Simblett, Sara ; Nica, Raluca ; Rintala, Aki ; Mohr, David C ; Myin-Germeys, Inez ; Wykes, Til ; Haro, Josep Maria ; Brenda W J H Penninx ; Srinivasan Vairavan ; Narayan, Vaibhav A ; Annas, Peter ; Hotopf, Matthew ; Dobson, Richard J B
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2023-08
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Associations between depression symptom severity and daily-life gait characteristics derived from long-term acceleration signals in real-world settings
Author / Creator:Zhang, Yuezhou ; Folarin, Amos A ; Sun, Shaoxiong ; Cummins, Nicholas ; Srinivasan Vairavan ; Qian, Linglong ; Yatharth Ranjan ; Rashid, Zulqarnain ; Conde, Pauline ; Stewart, Callum ; Laiou, Petroula ; Heet Sankesara ; Matcham, Faith ; White, Katie M ; Oetzmann, Carolin ; Ivan, Alina ; Lamers, Femke ; Siddi, Sara ; Simblett, Sara ; Rintala, Aki ; Mohr, David C ; Myin-Germeys, Inez ; Wykes, Til ; Haro, Josep Maria ; Penninx, Brenda WJH ; Narayan, Vaibhav A ; Annas, Peter ; Hotopf, Matthew ; Dobson, Richard JB ; RADAR-CNS consortium
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2022-01
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Disease Insight through Digital Biomarkers Developed by Remotely Collected Wearables and Smartphone Data
Author / Creator:Rashid, Zulqarnain ; Folarin, Amos A ; Yatharth Ranjan ; Conde, Pauline ; Heet Sankesara ; Zhang, Yuezhou ; Sun, Shaoxiong ; Stewart, Callum ; Laiou, Petroula ; Dobson, Richard JB
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2023-08
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Predicting Depressive Symptom Severity through Individuals' Nearby Bluetooth Devices Count Data Collected by Mobile Phones: A Preliminary Longitudinal Study
Author / Creator:Zhang, Yuezhou ; Folarin, Amos A ; Sun, Shaoxiong ; Cummins, Nicholas ; Yatharth Ranjan ; Rashid, Zulqarnain ; Conde, Pauline ; Stewart, Callum ; Laiou, Petroula ; Matcham, Faith ; Oetzmann, Carolin ; Lamers, Femke ; Siddi, Sara ; Simblett, Sara ; Rintala, Aki ; Mohr, David C ; Myin-Germeys, Inez ; Wykes, Til ; Haro, Josep Maria ; Pennix, Brenda WJH ; Narayan, Vaibhav A ; Annas, Peter ; Hotopf, Matthew ; Dobson, Richard JB
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2021-04
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The Relationship between Major Depression Symptom Severity and Sleep Collected Using a Wristband Wearable Device: Multi-centre Longitudinal Observational Study
Author / Creator:Zhang, Yuezhou ; Folarin, Amos A ; Sun, Shaoxiong ; Cummins, Nicholas ; Rebecca Bendayan Yatharth Ranjan ; Rashid, Zulqarnain ; Conde, Pauline ; Stewart, Callum ; Laiou, Petroula ; Matcham, Faith ; White, Katie ; Lamers, Femke ; Siddi, Sara ; Simblett, Sara ; Myin-Germeys, Inez ; Rintala, Aki ; Wykes, Til ; Haro, Josep Maria ; Pennix, Brenda WJH ; Narayan, Vaibhav A ; Hotopf, Matthew ; Dobson, Richard JB
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2020-09
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Longitudinal Assessment of Seasonal Impacts and Depression Associations on Circadian Rhythm Using Multimodal Wearable Sensing
Author / Creator:Zhang, Yuezhou ; Folarin, Amos A ; Sun, Shaoxiong ; Cummins, Nicholas ; Yatharth Ranjan ; Rashid, Zulqarnain ; Stewart, Callum ; Conde, Pauline ; Heet Sankesara ; Laiou, Petroula ; Matcham, Faith ; White, Katie M ; Oetzmann, Carolin ; Lamers, Femke ; Siddi, Sara ; Simblett, Sara ; Srinivasan Vairavan ; Myin-Germeys, Inez ; Mohr, David C ; Wykes, Til ; Haro, Josep Maria ; Annas, Peter ; Penninx, Brenda WJH ; Narayan, Vaibhav A ; Hotopf, Matthew ; Dobson, Richard JB ; RADAR-CNS consortium
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2023-12
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Identifying depression-related topics in smartphone-collected free-response speech recordings using an automatic speech recognition system and a deep learning topic model
Author / Creator:Zhang, Yuezhou ; Folarin, Amos A ; Dineley, Judith ; Conde, Pauline ; de Angel, Valeria ; Sun, Shaoxiong ; Yatharth Ranjan ; Rashid, Zulqarnain ; Stewart, Callum ; Laiou, Petroula ; Heet Sankesara ; Qian, Linglong ; Matcham, Faith ; White, Katie M ; Oetzmann, Carolin ; Lamers, Femke ; Siddi, Sara ; Simblett, Sara ; Schuller, Björn W ; Srinivasan Vairavan ; Wykes, Til ; Haro, Josep Maria ; Penninx, Brenda WJH ; Narayan, Vaibhav A ; Hotopf, Matthew ; Dobson, Richard JB ; Cummins, Nicholas ; RADAR-CNS consortium
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2023-09
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The utility of wearable devices in assessing ambulatory impairments of people with multiple sclerosis in free-living conditions
Author / Creator:Sun, Shaoxiong ; Folarin, Amos A ; Zhang, Yuezhou ; Cummins, Nicholas ; Liu, Shuo ; Stewart, Callum ; Yatharth Ranjan ; Rashid, Zulqarnain ; Conde, Pauline ; Laiou, Petroula ; Heet Sankesara ; Gloria Dalla Costa ; Leocani, Letizia ; Per Soelberg Sørensen ; Magyari, Melinda ; Guerrero, Ana Isabel ; Zabalza, Ana ; Srinivasan Vairavan ; Bailon, Raquel ; Simblett, Sara ; Myin-Germeys, Inez ; Rintala, Aki ; Wykes, Til ; Narayan, Vaibhav A ; Hotopf, Matthew ; Giancarlo Comi ; Dobson, Richard JB ; RADAR-CNS consortium
Publisher:Ithaca: Cornell University Library, arXiv.org
Journal title:arXiv.org, 2021-12
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Challenges in Using mHealth Data From Smartphones and Wearable Devices to Predict Depression Symptom Severity: Retrospective Analysis

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Longitudinal Assessment of Seasonal Impacts and Depression Associations on Circadian Rhythm Using Multimodal Wearable Sensing: Retrospective Analysis

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Protocol for an observational cohort study investigating biomarkers predicting seizure recurrence following a first unprovoked seizure in adults

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Predicting Depressive Symptom Severity Through Individuals’ Nearby Bluetooth Device Count Data Collected by Mobile Phones: Preliminary Longitudinal Study

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Digital Phenotyping of Mental and Physical Conditions: Remote Monitoring of Patients Through RADAR-Base Platform

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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 Smartphones

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Longitudinal Relationships Between Depressive Symptom Severity and Phone-Measured Mobility: Dynamic Structural Equation Modeling Study

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Associations Between Depression Symptom Severity and Daily-Life Gait Characteristics Derived From Long-Term Acceleration Signals in Real-World Settings: Retrospective Analysis

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Temporal Evolution of Multiday, Epileptic Functional Networks Prior to Seizure Occurrence

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Relationship Between Major Depression Symptom Severity and Sleep Collected Using a Wristband Wearable Device: Multicenter Longitudinal Observational Study

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Remote and long-term self-monitoring of electroencephalographic and noninvasive measurable variables at home in patients with epilepsy (EEG@HOME) : protocol for an observational study

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Zero-phase-delay connectivity increases the reliability, concordance with structure, and prognostic ability of functional connectivity metrics

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Challenges in Using mHealth Data From Smartphones and Wearable Devices to Predict Depression Symptom Severity: Retrospective Analysis

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Associations between depression symptom severity and daily-life gait characteristics derived from long-term acceleration signals in real-world settings

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Disease Insight through Digital Biomarkers Developed by Remotely Collected Wearables and Smartphone Data

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Predicting Depressive Symptom Severity through Individuals' Nearby Bluetooth Devices Count Data Collected by Mobile Phones: A Preliminary Longitudinal Study

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The Relationship between Major Depression Symptom Severity and Sleep Collected Using a Wristband Wearable Device: Multi-centre Longitudinal Observational Study

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Longitudinal Assessment of Seasonal Impacts and Depression Associations on Circadian Rhythm Using Multimodal Wearable Sensing

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Identifying depression-related topics in smartphone-collected free-response speech recordings using an automatic speech recognition system and a deep learning topic model

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The utility of wearable devices in assessing ambulatory impairments of people with multiple sclerosis in free-living conditions

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