Nicholas B. Allen
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View article: Functional Connectivity of the Subgenual Anterior Cingulate Cortex Predicts Emerging Depressive Symptoms Between Mid and Late Adolescence
Functional Connectivity of the Subgenual Anterior Cingulate Cortex Predicts Emerging Depressive Symptoms Between Mid and Late Adolescence Open
Functional Connectivity of the Subgenual Anterior Cingulate Cortex Predicts Emerging Depressive Symptoms Between Mid and Late Adolescence
View article: When “Self‐Harm” Means “Suicide”: A Topic Modeling Study of Adolescent Online Help‐Seeking for Self‐Harm
When “Self‐Harm” Means “Suicide”: A Topic Modeling Study of Adolescent Online Help‐Seeking for Self‐Harm Open
Introduction The 15%–20% of adolescents worldwide who engage in nonsuicidal self‐injury (NSSI) face an increased risk of transitioning from suicidal ideation to suicide attempt. To resist NSSI urges, young people often seek peer support on…
View article: In Their Own Words: Case Studies of Adolescent Smartphone Language Preceding Suicide-related Hospitalizations
In Their Own Words: Case Studies of Adolescent Smartphone Language Preceding Suicide-related Hospitalizations Open
Rising adolescent suicide rates underscore an urgent need for better detection of short-term risk in the days and hours leading up to attempts. Passive smartphone sensing of language offers a promising approach, yet its performance during …
View article: Evaluating the performance of general purpose large language models in identifying human facial emotions
Evaluating the performance of general purpose large language models in identifying human facial emotions Open
View article: Smartphone use in a large US adult population: Temporal associations between objective measures of usage and mental well-being
Smartphone use in a large US adult population: Temporal associations between objective measures of usage and mental well-being Open
Smartphones are essential tools in daily life yet concerns persist about their potential effects on mental health and well-being. Research on these relationships often relies on subjective measures of smartphone use, which can lack validit…
View article: Momentary Stress and Social Context among Adolescents at Risk for Suicide: An Experience Sampling Study
Momentary Stress and Social Context among Adolescents at Risk for Suicide: An Experience Sampling Study Open
Adolescent suicide is a public health emergency with interpersonal factors playing a critical role in risk for suicidal thoughts and behaviors (STB). This study examined whether smartphone-based ecological momentary assessment (EMA) survey…
View article: EEG-based brain connectivity and sentiment analysis from smartphone social communication: insights into remitted major depressive disorder among adolescents
EEG-based brain connectivity and sentiment analysis from smartphone social communication: insights into remitted major depressive disorder among adolescents Open
Although prior research has identified abnormal brain connectivity in remitted depressed adolescents, there is limited work associating these alterations with real-time affective dynamics, which may shed insight about specific biological m…
View article: Identifying Suicide-Related Language in Smartphone Keyboard Entries Among High-Risk Adolescents
Identifying Suicide-Related Language in Smartphone Keyboard Entries Among High-Risk Adolescents Open
Adolescent suicide rates have risen over the past two decades, underscoring the need for improved risk detection strategies. This study leverages passively-collected smartphone data to identify suicide-related language in adolescents’ keyb…
View article: O013 Examining insomnia and delayed sleep–wake phase disorder during adolescenceora
O013 Examining insomnia and delayed sleep–wake phase disorder during adolescenceora Open
Introduction Measuring circadian timing informs the diagnosis of Insomnia and Delayed Sleep–Wake Phase Disorder (DSWPD) in adults, however this has not been studied in adolescents. This study examined circadian timing of sleep in adolescen…
View article: Identifying Suicide-Related Language in Smartphone Keyboard Entries Among High-Risk Adolescents
Identifying Suicide-Related Language in Smartphone Keyboard Entries Among High-Risk Adolescents Open
Adolescent suicide rates have risen over the past two decades, underscoring the need for improved strategies to detect risk. This study leverages passively collected smartphone data to identify suicide-related language in adolescents’ keyb…
View article: Temperament, brain structure and problematic video gaming in adolescence – A six-year longitudinal study
Temperament, brain structure and problematic video gaming in adolescence – A six-year longitudinal study Open
Background Growing concerns regarding problematic gaming highlight the need for prospective longitudinal research to explore potential targets for prevention. Markers that can be observed during early adolescence, prior to the establishmen…
View article: Comparison of Sleep Features Across Smartphone Sensors, Actigraphy, and Diaries Among Young Adults: Longitudinal Observational Study
Comparison of Sleep Features Across Smartphone Sensors, Actigraphy, and Diaries Among Young Adults: Longitudinal Observational Study Open
Background Poor sleep health is pervasive and contributes to long-lasting physical and psychological problems. As traditional sleep measurement can be burdensome, testing scalable and accessible sleep measurements is important. Objective T…
View article: Evidence of differences in diurnal electrodermal, temperature and heart rate patterns by mental health status in free-living data
Evidence of differences in diurnal electrodermal, temperature and heart rate patterns by mental health status in free-living data Open
Background Electrodermal activity (EDA) is a measure of sympathetic arousal that has been linked to depression in laboratory experiments. However, the inability to measure EDA passively over time and in the real world has limited conclusio…
View article: A longitudinal study of objective dating app usage and its relation to mental health in adolescents.
A longitudinal study of objective dating app usage and its relation to mental health in adolescents. Open
The use of dating apps among adolescents is a growing public concern. Past research, which almost exclusively relies on self-reported dating app usage, highlights an increased risk of victimization, but also opportunities to develop person…
View article: Early changes in passively sensed homestay predict depression symptom improvement during digital behavioral activation
Early changes in passively sensed homestay predict depression symptom improvement during digital behavioral activation Open
Digital behavioral activation (BA) is scalable, accessible, and efficacious for depression. However, some individuals do not improve during digital BA, and identifying non-responders early is critical for facilitating adaptive intervention…
View article: Residential greenness and adolescent mental health trajectories: A longitudinal pre-registered study
Residential greenness and adolescent mental health trajectories: A longitudinal pre-registered study Open
Exposure to natural environments, such as residential green spaces, has been proposed as a promising approach to health promotion and prevention of mental health issues among adolescents. This study investigated the association between res…
View article: Evaluating the Performance of Large Language Models in Identifying Human Facial Emotions: GPT 4o, Gemini 2.0 Experimental, and Claude 3.5 Sonnet
Evaluating the Performance of Large Language Models in Identifying Human Facial Emotions: GPT 4o, Gemini 2.0 Experimental, and Claude 3.5 Sonnet Open
Background. Evaluating the social and emotional capabilities of large language models (LLMs), such as their ability to recognize human facial emotion is critical as their role in human-computer interactions (HCIs) expands, particularly in …
View article: When “Self-Harm” Means “Suicide”: A Topic Modeling Study of Adolescent Online Help-Seeking for Self-Harm
When “Self-Harm” Means “Suicide”: A Topic Modeling Study of Adolescent Online Help-Seeking for Self-Harm Open
Introduction: The 15-20% of adolescents worldwide who engage in non-suicidal self-injury (NSSI) face an increased risk of transitioning from suicidal ideation to suicide attempt. To resist NSSI urges, young people often seek peer support o…
View article: A longitudinal neuroimaging study of adolescent girls’ mentalizing and perspective-taking tendencies
A longitudinal neuroimaging study of adolescent girls’ mentalizing and perspective-taking tendencies Open
Research in developmental psychology suggests that self-concept formation and mentalizing capacities, along with their neural foundations, show significant developmental change during adolescence. Perspective-taking tendencies are also bel…
View article: Using Smartphone GPS Data to Detect the Risk of Adolescent Suicidal Thoughts and Behaviors
Using Smartphone GPS Data to Detect the Risk of Adolescent Suicidal Thoughts and Behaviors Open
Importance Suicide rates among adolescents continue to rise, but there are a lack of clinical tools to predict when youths may be at risk for suicidal behaviors. Objective To identify whether geolocation metrics, assessed through an app in…
View article: Acceptability and Usability of a Digital Behavioral Health Platform for Youth at Risk of Suicide: User-Centered Design Study With Patients, Practitioners, and Business Gatekeepers
Acceptability and Usability of a Digital Behavioral Health Platform for Youth at Risk of Suicide: User-Centered Design Study With Patients, Practitioners, and Business Gatekeepers Open
Background Youth suicide rates are climbing, underscoring the need to improve clinical care. Personal smartphones can provide an understanding of proximal risk factors associated with suicide and facilitate consistent contact between patie…
View article: Correction: A personal sensing technology enabled service versus a digital psychoeducation control for primary care patients with depression and anxiety: a pilot randomized controlled trial
Correction: A personal sensing technology enabled service versus a digital psychoeducation control for primary care patients with depression and anxiety: a pilot randomized controlled trial Open
View article: Momentary Stress and Social Context among Adolescents at Risk for Suicide: An Experience Sampling Study
Momentary Stress and Social Context among Adolescents at Risk for Suicide: An Experience Sampling Study Open
Adolescent suicide is a public health emergency with interpersonal factors playing a critical role in risk for suicidal thoughts and behaviors (STB). This study examined whether smartphone-based ecological momentary assessment (EMA) survey…
View article: A personal sensing technology enabled service versus a digital psychoeducation control for primary care patients with depression and anxiety: a pilot randomized controlled trial
A personal sensing technology enabled service versus a digital psychoeducation control for primary care patients with depression and anxiety: a pilot randomized controlled trial Open
ClinicalTrials.gov NCT05406791.
View article: SMURF: Statistical Modality Uniqueness and Redundancy Factorization
SMURF: Statistical Modality Uniqueness and Redundancy Factorization Open
Multimodal late fusion is a well-performing fusion method that sums the outputs of separately processed modalities, so-called modality contributions, to create a prediction; for example, summing contributions from vision, acoustic, and lan…
View article: Rapid assessment of psychological and epidemiological correlates of COVID-19 concern, financial strain, and health-related behavior change in a large online sample
Rapid assessment of psychological and epidemiological correlates of COVID-19 concern, financial strain, and health-related behavior change in a large online sample Open
COVID-19 emerged in November 2019 leading to a global pandemic that has not only resulted in widespread medical complications and loss of life, but has also impacted global economies and transformed daily life. The current rapid response s…
View article: Language use in depressed and non-depressed mothers and their adolescent offspring
Language use in depressed and non-depressed mothers and their adolescent offspring Open
View article: Evidence of Differences in Diurnal Electrodermal, Temperature, and Heart Rate Patterns by Mental Health Status in Free-Living Data
Evidence of Differences in Diurnal Electrodermal, Temperature, and Heart Rate Patterns by Mental Health Status in Free-Living Data Open
Electrodermal activity (EDA) is a measure of sympathetic arousal that has been linked to depression in laboratory experiments. However, the inability to measure EDA passively over time and in the real-world has limited conclusions that can…
View article: Acceptability and Usability of a Digital Behavioral Health Platform for Youth at Risk of Suicide: User-Centered Design Study With Patients, Practitioners, and Business Gatekeepers (Preprint)
Acceptability and Usability of a Digital Behavioral Health Platform for Youth at Risk of Suicide: User-Centered Design Study With Patients, Practitioners, and Business Gatekeepers (Preprint) Open
BACKGROUND Youth suicide rates are climbing, underscoring the need to improve clinical care. Personal smartphones can provide an understanding of proximal risk factors associated with suicide and facilitate consistent contact between pati…
View article: Passively sensing smartphone use in teens with rates of use by sex and across operating systems
Passively sensing smartphone use in teens with rates of use by sex and across operating systems Open
Youth screen media activity is a growing concern, though few studies include objective usage data. Through the longitudinal, U.S.-based Adolescent Brain Cognitive Development (ABCD) Study, youth (m age = 14; n = 1415) self-reported their t…