References

A Systematic Evaluation of Machine Learning‐Based Biomarkers for Major Depressive Disorder

10.1001/jamapsychiatry.2023.5083 · 2024 · External reference

The State of Digital Biomarkers in Mental Health

10.1159/000542320 · 2024 · External reference

Digital Biomarkers in Depression: A Systematic Review and Call for Standardization and Harmonization of Feature Engineering

10.1016/j.jad.2024.03.163 · 2024 · External reference

Prevalence of Subthreshold Depression in Older Adults: A Systematic Review and Meta‐Analysis

10.1016/j.ajp.2024.104253 · 2024 · External reference

Subthreshold Depression: Concept, Operationalisation and Epidemiological Data. A Scoping Review

10.1080/13651501.2022.2087530 · 2023 · External reference

The Prevalence and Risk of Developing Major Depression Among Individuals With Subthreshold Depression in the General Population

10.1017/s0033291722000241 · 2023 · External reference

Subthreshold Depression: A Systematic Review and Network Meta‐Analysis of Non‐Pharmacological Interventions

10.2147/ndt.s425509 · 2023 · External reference

Effects of Non‐Pharmacological Interventions on Depressive Symptoms and Risk of Major Depressive Disorder in Adults With Subthreshold Depression: A Systematic Review and Meta‐Analysis

10.1016/j.psychres.2023.115333 · 2023 · External reference

Psychological Interventions to Prevent the Onset of Major Depression in Adults: A Systematic Review and Individual Participant Data Meta‐Analysis

10.1016/s2215-0366(24)00316-x · 2024 · External reference

Effectiveness of Psychological Interventions Among Community‐Dwelling Older Adults With Subthreshold Depression: A Systematic Review and Meta‐Analysis

10.1016/j.jad.2024.03.065 · 2024 · External reference

Attentional Biases to Emotional Information in Clinical Depression: A Systematic and Meta‐Analytic Review of Eye Tracking Findings

10.1016/j.jad.2020.05.140 · 2020 · External reference

Eye Movement Abnormalities in Major Depressive Disorder

10.3389/fpsyt.2021.673443 · 2021 · External reference

The Similar Eye Movement Dysfunction Between Major Depressive Disorder, Bipolar Depression and Bipolar Mania

10.1080/15622975.2022.2025616 · 2022 · External reference

Effective Differentiation Between Depressed Patients and Controls Using Discriminative Eye Movement Features

10.1016/j.jad.2022.03.077 · 2022 · External reference

Abnormal Eye Movement Features in Patients With Depression: Preliminary Findings Based on Eye Tracking Technology

10.1016/j.genhosppsych.2023.04.010 · 2023 · External reference

Diagnosing and Tracking Depression Based on Eye Movement in Response to Virtual Reality

10.3389/fpsyt.2024.1280935 · 2024 · External reference

Eye Movement Characteristics of Emotional Face Recognizing Task in Patients With Mild to Moderate Depression

10.3389/fnins.2024.1482849 · 2024 · External reference

Free‐Viewing Gaze Patterns Reveal a Mood‐Congruency Bias in MDD During an Affective fMRI/Eye‐Tracking Task

10.1007/s00406-023-01608-8 · 2024 · External reference

Assessment of Eye Tracking and Facial Expression as a Model for Depression Identification: A Preliminary Study

10.1016/j.genhosppsych.2023.09.004 · 2024 · External reference

Depression Detection Using Virtual Avatar Communication and Eye Tracking

10.16910/jemr.16.2.6 · 2023 · External reference

Emotion Regulation in Adolescents With Major Depression ‐ Evidence From a Combined EEG and Eye‐Tracking Study

10.1016/j.jad.2023.08.087 · 2023 · External reference

Prediction of Depression Symptoms in Individual Subjects With Face and Eye Movement Tracking

10.1017/s0033291720003608 · 2022 · External reference

A Combination of P300 and Eye Movement Data Improves the Accuracy of Auxiliary Diagnoses of Depression

10.1016/j.jad.2021.10.028 · 2022 · External reference

Digital Assessment of Nonverbal Behaviors Forecasts First Onset of Depression

10.1017/s0033291724002010 · 2024 · External reference

Stratified Care vs Stepped Care for Depression: A Cluster Randomized Clinical Trial

10.1001/jamapsychiatry.2021.3539 · 2022 · External reference

Severity Classification on the Hamilton Depression Rating Scale

10.1016/j.jad.2013.04.028 · 2013 · External reference

Eye‐Tracking Evidence of a Relationship Between Attentional Bias for Emotional Faces and Depression Severity in Patients With Treatment‐Resistant Depression

10.1038/s41598-024-62251-4 · 2024 · External reference

Depressive Symptoms and Visual Attention to Others' Eyes in Healthy Individuals

10.1186/s12888-024-05633-2 · 2024 · External reference

Reduced Eye Gaze During Facial Emotion Recognition in Chronic Depression: Effects of Intranasal Oxytocin

10.1016/j.jpsychires.2023.01.016 · 2023 · External reference

Efficient Visual Search for Facial Emotions in Patients With Major Depression

10.1186/s12888-021-03093-6 · 2021 · External reference

Depressive Self‐Focus Bias Following Failure: An Eye‐Tracking Study Among Individuals With Clinical Depression

10.3389/fpsyt.2024.1459831 · 2024 · External reference

A Narrative Review of Digital Biomarkers in the Management of Major Depressive Disorder and Treatment‐Resistant Forms

10.3389/fpsyt.2023.1321345 · 2023 · External reference

The Relation Between Passively Collected GPS Mobility Metrics and Depressive Symptoms: Systematic Review and Meta‐Analysis

10.2196/51875 · 2024 · External reference

Increasing the Value of Digital Phenotyping Through Reducing Missingness: A Retrospective Review and Analysis of Prior Studies

10.1136/bmjment-2023-300718 · 2023 · External reference

From Smartphone Data to Clinically Relevant Predictions: A Systematic Review of Digital Phenotyping Methods in Depression

10.1016/j.neubiorev.2024.105541 · 2024 · External reference

Non‐Verbal Behaviours as Predictors for Treatment Response in Patients With Depression or Schizophrenia: A Systematic Review

10.3389/fpsyt.2025.1643042 · 2025 · External reference

Multimodal Mental Health Digital Biomarker Analysis From Remote Interviews Using Facial, Vocal, Linguistic, and Cardiovascular Patterns

10.1109/jbhi.2024.3352075 · 2024 · External reference

Measuring Depression Severity Based on Facial Expression and Body Movement Using Deep Convolutional Neural Network

10.3389/fpsyt.2022.1017064 · 2022 · External reference

Towards Personalised Mood Prediction and Explanation for Depression From Biophysical Data

10.3390/s24010164 · 2023 · External reference

Explainable Multimodal Prediction of Treatment‐Resistance in Patients With Depression Leveraging Brain Morphometry and Natural Language Processing

10.1016/j.psychres.2024.115817 · 2024 · External reference