Published on in Vol 12 (2024)
Wearable Data From Subjects Playing Super Mario, Taking University Exams, or Performing Physical Exercise Help Detect Acute Mood Disorder Episodes via Self-Supervised Learning: Prospective, Exploratory, Observational Study
Wearable Data From Subjects Playing Super Mario, Taking University Exams, or Performing Physical Exercise Help Detect Acute Mood Disorder Episodes via Self-Supervised Learning: Prospective, Exploratory, Observational Study
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Bryan M
Li1, 2
;
Gerard
Anmella3, 4, 5, 6
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Clàudia
Valenzuela-Pascual3, 4, 5, 6
;
Ariadna
Mas3, 4, 5, 6
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Isabella
Pacchiarotti3, 4, 5, 6
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Marc
Valentí3, 4, 5, 6
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Iria
Grande3, 4, 5, 6
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Antoni
Benabarre3, 4, 5, 6
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Marina
Garriga3, 4, 5, 6
;
Eduard
Vieta3, 4, 5, 6
;
Allan H
Young7
;
Stephen M
Lawrie8
;
Heather C
Whalley8, 9
;
Diego
Hidalgo-Mazzei3, 4, 5, 6, 7
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Antonio
Vergari1 ????1/5????Preprint alert????We @bryanlimy @DHidalgoMazzei @tetraduzione are happy to share our preprint on self-supervised learning for acute mood episode detection with wearable data: https://t.co/keAwK67yuc @BioMedAI_CDT @ancAtEd @InfAtEd
10:07 AM · Nov 08, 2023
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Checkout our new preprint in SSL for acute mood episode detection with wearables! https://t.co/wCPH8ndyss
10:16 AM · Nov 08, 2023
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RT @filippocmc: ????1/5????Preprint alert????We @bryanlimy @DHidalgoMazzei @tetraduzione are happy to share our preprint on self-supervised learning…
10:50 AM · Nov 08, 2023
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RT @filippocmc: ????1/5????Preprint alert????We @bryanlimy @DHidalgoMazzei @tetraduzione are happy to share our preprint on self-supervised learning…
11:40 AM · Nov 08, 2023
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Small datasets are the bane of and the norm in precision psychiatry as studies are extremely costly. How to break this bottleneck? Aggregate & postprocess many small datasets! We introduce the first curated and open-access large dataset for Empatica E4 (~4k hrs, 160+ subjects) https://t.co/cGCVPzCpOs
1:07 PM · Nov 08, 2023
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RT @tetraduzione: Small datasets are the bane of and the norm in precision psychiatry as studies are extremely costly. How to break this b…
1:43 PM · Nov 08, 2023
182
RT @tetraduzione: Small datasets are the bane of and the norm in precision psychiatry as studies are extremely costly. How to break this b…
6:30 PM · Nov 08, 2023
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Mood disorders are a global health issue hindered by detection difficulties. A study used machine learning, wearable tech, and unlabelled data to effectively identify acute episodes. https://t.co/Nkp45Fg3S0
8:00 PM · Nov 11, 2023
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RT @filippocmc: ????1/5????Preprint alert????We @bryanlimy @DHidalgoMazzei @tetraduzione are happy to share our preprint on self-supervised learning…
3:20 PM · Dec 13, 2023
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RT @filippocmc: ????1/5????Preprint alert????We @bryanlimy @DHidalgoMazzei @tetraduzione are happy to share our preprint on self-supervised learning…
6:42 PM · Mar 02, 2024
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1/2 If you are working in #wearables, #AI, and #healthcare do not let small datasets stop you. https://t.co/sAnB4F2l8M ???? We share the largest publicly available data collection for #empatica #e4 and release the codebase for pre-processing and self-supervised pre-training.
10:10 AM · Jul 24, 2024
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RT @filippocmc: 1/2 If you are working in #wearables, #AI, and #healthcare do not let small datasets stop you. https://t.co/sAnB4F2l8M ???? We…
10:29 AM · Jul 24, 2024
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RT @filippocmc: 1/2 If you are working in #wearables, #AI, and #healthcare do not let small datasets stop you. https://t.co/sAnB4F2l8M ???? We…
10:45 AM · Jul 24, 2024
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RT @filippocmc: 1/2 If you are working in #wearables, #AI, and #healthcare do not let small datasets stop you. https://t.co/sAnB4F2l8M ???? We…
2:14 PM · Jul 24, 2024
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RT @filippocmc: 1/2 If you are working in #wearables, #AI, and #healthcare do not let small datasets stop you. https://t.co/sAnB4F2l8M ???? We…
2:15 PM · Jul 24, 2024
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RT @filippocmc: 1/2 If you are working in #wearables, #AI, and #healthcare do not let small datasets stop you. https://t.co/sAnB4F2l8M ???? We…
9:11 PM · Jul 25, 2024
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RT @filippocmc: 1/2 If you are working in #wearables, #AI, and #healthcare do not let small datasets stop you. https://t.co/sAnB4F2l8M ???? We…
10:08 AM · Jul 26, 2024
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The largest publicly available #dataset for #Empatica E4 and a foundation model for #mood #disorders are available here: ????https://t.co/nWUTKnZJRO ????https://t.co/Z5BvcDsU6z ????https://t.co/5LNtsPGou6 #wearable #personalMD #personalsensing #AI #ML https://t.co/fMlmohZnRw
5:50 AM · Aug 19, 2024
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RT @tetraduzione: The largest publicly available #dataset for #Empatica E4 and a foundation model for #mood #disorders are available here:…
11:10 AM · Aug 19, 2024
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RT @tetraduzione: The largest publicly available #dataset for #Empatica E4 and a foundation model for #mood #disorders are available here:…
2:51 PM · Aug 19, 2024
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RT @tetraduzione: The largest publicly available #dataset for #Empatica E4 and a foundation model for #mood #disorders are available here:…
7:03 AM · Aug 20, 2024
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and congratulations to Dr. @filippocmc who successfully passed his viva, examined by Paolo Ossola and @KiaNazarpour Filippo's thesis is a wonderful bridge between #ML #AI and clinical practice in psychiatry for mood disorders with wearable! https://t.co/dvb7wqzAnn https://t.co/fMlmohZVH4
2:28 PM · Sep 06, 2024
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