ArticleJournal of psychiatric research2021
Digital phenotyping adherence, feasibility, and tolerability in outpatients with schizophrenia.
Article in Journal of psychiatric research, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 51 papers, 2 of them syntheses that pooled it.
What it found
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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
51 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- The integration of geographic methods and ecological momentary assessment in public health research: A systematic review of methods and applications.Social science & medicine (1982) · 2024Pooled it
- Methodological Characteristics and Feasibility of Ecological Momentary Assessment Studies in Psychosis: a Systematic Review and Meta-Analysis.Schizophrenia bulletin · 2024Pooled it
- Enhancing Assertive Community Treatment With Cognitive Behavioral Social Skills Training for Schizophrenia: II. Ecological Momentary Assessment Outcomes in a Pragmatic Randomized-Controlled Trial.Schizophrenia bulletin · 2026Trial
- Computerized Cognitive and Skills Training in Older People With Mild Cognitive Impairment: Using Ecological Momentary Assessment to Index Treatment-Related Changes in Real-World Performance of Technology-Dependent Functional Tasks.The American journal of geriatric psychiatry : official journal of the American Association for Geriatric Psychiatry · 2024Trial
- Adherence and Acceptability of Smartphone- and Wearable-Based Digital Phenotyping in Patients With First-Episode Psychosis: Observance et acceptabilité du phénotypage numérique fondé sur les téléphones intelligents et les objets personnels connectés chez les patients présentant un premier épisode de psychose.Canadian journal of psychiatry. Revue canadienne de psychiatrie · 2026Article
- Perceived Sensitivity of Sensor-Based Digital Health Data: Qualitative Interview Study.JMIR mHealth and uHealth · 2026Article
- Discrepancies between ideal and actual affect predict negative symptoms in schizophrenia in daily life: An ecological momentary assessment study.Psychiatry research · 2026Article
- Digital Phenotyping via Passive Network Traffic Monitoring: Prospective Observational Study in University Students.JMIR formative research · 2026Observational
- Digital and Immersive Technologies for Rehabilitation in Complex Psychosis: State of the Art and Future Directions.Medicina (Kaunas, Lithuania) · 2026Review
- Temporal Relationship Between Momentary Negative Affect Intensity and Momentary Attenuated Delusions in Individuals at Clinical High-risk for Psychosis.Schizophrenia bulletin · 2026Article
- Using Smartphone-Based Digital Phenotyping to Predict Relapse in Serious Mental Disorders Among Slum Residents in Dhaka, Bangladesh: Protocol for a Machine Learning Study.JMIR research protocols · 2026Article
- AI-enabled passive digital phenotyping of experiential negative symptoms in schizophrenia-spectrum disorders: a narrative review on the path from sensing to clinical endpoints.Frontiers in psychiatry · 2026Review
- Negative symptoms in schizophrenia: Methodological challenges and emerging solutions for outcome measurement.Neuroscience applied · 2026Review
- Subjective Perceptions of Digital Phenotyping Measures of Negative Symptoms Among Individuals At Clinical High Risk for Psychosis and Their Relatives.Schizophrenia bulletin open · 2026Article
- Diagnostic digital phenotyping in schizophrenia-spectrum disorders: a systematic review.NPJ digital medicine · 2025Article
- Environmental deprivation is associated with reward processing impairments and negative symptoms in schizophrenia.Schizophrenia research · 2025Article
- Digital phenotyping evidence for the reduced positivity offset as a mechanism underlying anhedonia among individuals at clinical high-risk for psychosis.Schizophrenia research · 2025Article
- Design and feasibility of smartphone-based digital phenotyping for long-term mental health monitoring in adolescents.PLOS digital health · 2025Article
- Digital questionnaire response time (DQRT): A ubiquitous and low-cost digital assay of cognitive processing speed.Behavior research methods · 2025Article
- Social network reductions are associated with negative symptoms in schizophrenia.Social psychiatry and psychiatric epidemiology · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
Abstract
Digital phenotyping has potential for use as an objective and ecologically valid form of symptom assessment in clinical trials for schizophrenia. However, there are critical methodological factors that must be addressed before digital phenotyping can be used for this purpose. The current study evaluated levels of adherence, feasibility, and tolerability for active (i.e., signal and event contingent ecological momentary assessment surveys) and passive (i.e., geolocation, accelerometry, and ambulatory psychophysiology) digital phenotyping methods recorded from smartphone and smartband devices. Participants included outpatients diagnosed with schizophrenia (SZ: n = 54) and demographically matched healthy controls (CN: n = 55), who completed 6 days of digital phenotyping. Adherence was significantly lower in SZ than CN for active recordings, but not markedly different for passive recordings. Some forms of passive recordings had lower adherence (ambulatory psychophysiology) than others (accelerometry and geolocation). Active digital phenotyping adherence was predicted by higher psychosocial functioning, whereas passive digital phenotyping adherence was predicted by education, positive symptoms, negative symptoms, and psychosocial functioning in people with SZ. Both groups found digital phenotyping methods tolerable and feasibility was supported by low frequency of invalid responding, brief survey completion times, and similar impediments to study completion. Digital phenotyping methods can be completed by individuals with SZ with good adherence, feasibility, and tolerability. Recommendations are provided for using digital phenotyping methods in clinical trials for SZ.
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Registered trials
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