ArticleFrontiers in digital health2021
Remote Digital Measurement of Facial and Vocal Markers of Major Depressive Disorder Severity and Treatment Response: A Pilot Study.
Article in Frontiers in digital health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 1 of them a synthesis that pooled it.
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
17 citing papers in PubMed, 1 synthesis or guideline pooled it, 45 citations in OpenAlex.
- Digital Phenotyping for Monitoring Mental Disorders: Systematic Review.Journal of medical Internet research · 2023Pooled it
- Machine Learning-Based Audiovisual Phenotyping for Measuring Communication, Shared Decision-Making, and Trust.JMIR formative research · 2026Article
- Distinguishing Common Digital Phenotyping and Self-Report Parameters for Monitoring and Predicting Depression: Scoping Review.JMIR mHealth and uHealth · 2026Article
- Smartwatch-Derived Digital Phenotypes Relate to Psychopathology Dimensions in Patients With Psychotic Spectrum Disorders: Longitudinal Observational Study.JMIR mental health · 2025Observational
- Measurement of schizophrenia symptoms through speech analysis from PANSS interview recordings.Frontiers in psychiatry · 2025Article
- A literature review of remote mental health screening: barriers, potential solutions, and tools.Frontiers in digital health · 2025Review
- Initial expressed emotion during neuropsychological assessment: investigating motivational dimensions of approach and avoidance.Journal of clinical and experimental neuropsychology · 2024Article
- Beyond Detection: Towards Actionable Sensing Research in Clinical Mental Healthcare.Proceedings of the ACM on interactive, mobile, wearable and ubiquitous technologies · 2024Article
- Article
- A narrative review of digital biomarkers in the management of major depressive disorder and treatment-resistant forms.Frontiers in psychiatry · 2023Review
- Recommendations for selection and adaptation of rating scales for clinical studies of rapid-acting antidepressants.Frontiers in psychiatry · 2023Review
- Modern views of machine learning for precision psychiatry.Patterns (New York, N.Y.) · 2022Review
- Measuring Health-Related Quality of Life With Multimodal Data: Viewpoint.Journal of medical Internet research · 2022Article
- Racial and Ethnic Biases in Computational Approaches to Psychopathology.Schizophrenia bulletin · 2022Article
- Validation of Visual and Auditory Digital Markers of Suicidality in Acutely Suicidal Psychiatric Inpatients: Proof-of-Concept Study.Journal of medical Internet research · 2021Article
- Facial Expression and Predicting and Monitoring Response to Depression Treatment: A Systematic Review.Digital biomarkersReview
- Use of voice features from smartphones for monitoring depressive disorders: Scoping review.Digital healthArticle
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 at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
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.