ArticleScientific data2022
Real-world behavioral dataset from two fully remote smartphone-based randomized clinical trials for depression.
Article in Scientific data, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
12 citing papers in PubMed.
- High-Frequency, At-Home Monitoring of Drug Safety and Tolerability in Clinical Trials: Results From Studies of Fluvoxamine for COVID-19 Treatment.Clinical and translational science · 2025Trial
- Assessing the Impact of a Virtual Reality Cognitive Intervention on Tennis Performance in Junior Tennis Players: Pilot Study.JMIR formative research · 2025Trial
- Safety of BI 1358894 in patients with major depressive disorder: Results and learnings from a phase II randomized decentralized clinical trial.Clinical and translational science · 2024Trial
- Digital Biomarkers in Depression: Integrating DSM-5-TR Symptomatology and RDoC Psychological Systems.Current psychiatry reports · 2026Review
- Dynamic Indicators of Adherence and Retention in Adults Using a Digital Mental Health App: Longitudinal Observational Analysis From the Brighten Study.JMIR human factors · 2025Observational
- Multimodal machine learning for video based single question mental health assessment.NPJ digital medicine · 2025Article
- Opinion: Mental health research: to augment or not to augment.Frontiers in psychiatry · 2025Article
- The Digital Platform and Its Emerging Role in Decentralized Clinical Trials.Journal of medical Internet research · 2024Article
- Personalized mood prediction from patterns of behavior collected with smartphones.NPJ digital medicine · 2024Article
- Digital and precision clinical trials: innovations for testing mental health medications, devices, and psychosocial treatments.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2024Review
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Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
Abstract
Most people with mental health disorders cannot receive timely and evidence-based care despite billions of dollars spent by healthcare systems. Researchers have been exploring using digital health technologies to measure behavior in real-world settings with mixed results. There is a need to create accessible and computable digital mental health datasets to advance inclusive and transparently validated research for creating robust real-world digital biomarkers of mental health. Here we share and describe one of the largest and most diverse real-world behavior datasets from over two thousand individuals across the US. The data were generated as part of the two NIMH-funded randomized clinical trials conducted to assess the effectiveness of delivering mental health care continuously remotely. The longitudinal dataset consists of self-assessment of mood, depression, anxiety, and passively gathered phone-based behavioral data streams in real-world settings. This dataset will provide a timely and long-term data resource to evaluate analytical approaches for developing digital behavioral markers and understand the effectiveness of mental health care delivered continuously and remotely.
Indexed as
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.