ReviewNPJ digital medicine2018
Transforming Psychiatry into Data-Driven Medicine with Digital Measurement Tools.
Review in NPJ digital medicine, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 43 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
43 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Patient safety incidents in the psychiatric inpatient setting: determinants, consequences, and strategies. A systematic review.Frontiers in psychiatry · 2025Pooled it
- Integration of Ecological Momentary Assessment and Intervention With Wearable-Based Digital Phenotypes to Treat Anxiety in Young Adults: Mixed Methods Experimental Study.JMIR mHealth and uHealth · 2026Article
- Digital Monitoring of Micro- and Macro-Movement Regularity in Psychiatric Inpatients With Depression.Psychiatry investigation · 2026Article
- Collaborative Development of a Self-Tracking Assisted Psychotherapy Treatment Concept for Refugees With Complex Posttraumatic Stress Disorder: Participatory Action Research.JMIR formative research · 2025Article
- Clinical Characteristics of Patients With Enlarged Ventricles and Cognitive Impairment (EVCI): Case Series.Neuropsychopharmacology reports · 2025Article
- Challenges and standardisation strategies for sensor-based data collection for digital phenotyping.Communications medicine · 2025Review
- Randomized controlled study of a digital data driven intervention for depressive and generalized anxiety symptoms.NPJ digital medicine · 2025Article
- From Serendipity to Precision: Integrating AI, Multi-Omics, and Human-Specific Models for Personalized Neuropsychiatric Care.Biomedicines · 2025Review
- Promoting Digital Health Data Literacy: The Datum Project.JMIR formative research · 2025Article
- Beyond the black box: why algorithms cannot replace the unconscious or the psychodynamic therapist.Frontiers in psychiatry · 2025Article
- Predicting and Monitoring Symptoms in Patients Diagnosed With Depression Using Smartphone Data: Observational Study.Journal of medical Internet research · 2024Observational
- Accurately predicting mood episodes in mood disorder patients using wearable sleep and circadian rhythm features.NPJ digital medicine · 2024Article
- Comprehensive Symptom Prediction in Inpatients With Acute Psychiatric Disorders Using Wearable-Based Deep Learning Models: Development and Validation Study.Journal of medical Internet research · 2024Article
- Returning Individual Research Results from Digital Phenotyping in Psychiatry.The American journal of bioethics : AJOB · 2024Article
- Perspectives on Enhanced Measurement-Based Care Among Healthcare Providers, Adults, Adolescent Patients with Major Depressive Disorder and Pediatric Family Members: A Multicenter Online Investigation.Neuropsychiatric disease and treatment · 2024Article
- The Psychedelic Future of Post-Traumatic Stress Disorder Treatment.Current neuropharmacology · 2024Review
- Rapid, reliable mobile assessment of affect-related motor processing.Behavior research methods · 2023Article
- Evaluation of randomized controlled trials: a primer and tutorial for mental health researchers.Trials · 2023Article
- Prosodic signatures of ASD severity and developmental delay in preschoolers.NPJ digital medicine · 2023Article
- Scoping Review on the Multimodal Classification of Depression and Experimental Study on Existing Multimodal Models.Diagnostics (Basel, Switzerland) · 2022Article
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
No grant is acknowledged in the PubMed record.
Abstract
Psychiatry has been limited by historically rooted practices centered primarily on subjective observation. Fields such as oncology have progressed toward data-driven clinical decision-making that combines subjective clinical assessment of symptoms and preferences with biological measures such as genetics, biomarkers, imaging, and integrative physiology to derive quantitative risk scores and decision support. In contrast, psychiatry has just begun to scratch the surface of measurement-based care with validated clinical questionnaires. An opportunity exists to improve modern psychiatric care with novel data streams from digital sensors combined with clinical observation and subjective self-report. The prospect of integrating this complex information with modern computational and analytical methods could advance the field, both in research and clinical practice. Here we discuss this possibility and propose some key priorities to enable these innovations toward improving clinical outcomes in the future.
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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.