mindLAMP Publications

LINC: a framework for maintaining high-quality passive data in digital phenotyping studies

Calvert, E., Lane, E., Flathers, M., & Torous, J. (2026). LINC: a framework for maintaining high-quality passive data in digital phenotyping studies. ...

addictiveyoung-adult

Audio Diary Engagement and Themes Across Psychiatric Diagnoses and Outcomes: Preliminary Data From the PREDiCTOR Study

Valenzano, M., Colonel, J., Servedio, T., Todtfeld, B., Suarez, N., Edwards, S., Davidson, A., Thibeau, H., Jespersen, R., Landa, Y., Baker, J., Chung...

psychoticdepressive

Treatment Perceptions and Outcomes: Preliminary Results From Patient Audio and Self-Report in the PREDiCTOR Study

Todtfeld, B., Servedio, T., Valenzano, M., Suarez, N., Davidson, A., Colonel, J. T., Thibeau, H., Jespersen, R., Landa, Y., Lin, B., Cecchi, G., Corco...

Audio Diary Engagement Patterns as a Potential Behavioral Marker

Norel, R., Colonel, J., Valenzano, M., Servedio, T., Todtfeld, B., Suarez, N., Edwards, S., Gonzalez, D., Davidson, A., Thibeau, H., Jespersen, R., La...

adolescentyoung-adult

Smartphone-derived phenotypes of social media use in young adults

Calvert, E., Byun, A. J. S., Notsu, H., Ryan, S., Vaidya, S., & Torous, J. (2026). Smartphone-derived phenotypes of social media use in young adults. ...

addictiveyoung-adultdepressive

Integrating Data Visualizations Into Digital Mental Health Care for Adults With Anxiety and Depression: Participatory Design and Case Study

Lim, K., Bodner, R., Ledley, K. T., Wang, S., Scheuer, L. S., & Torous, J. (2026). Integrating Data Visualizations Into Digital Mental Health Care for...

depressiveanxietyyoung-adult

Comprehensive Model for Mental health Access and service use (CoMMA): A process model for technology-enhanced mental healthcare

De Witte, N. A. J., Best, P., Torous, J., Mulvenna, M., Van Assche, E., Mathiasen, K., Kleiboer, A. M., Carlbring, P., & Van Daele, T. (2026). Compreh...

The Current State/ Trends in Digital Phenotyping for Mental Health Research and Care

Chen, K., Torous, J., & Cheong, J. (2026). The Current State/ Trends in Digital Phenotyping for Mental Health Research and Care. Psychiatric Clinics o...

A Novel Blended Hybrid Care Model for Maternal Mental Health: Cohort Study of Pregnant and Postpartum Patients

Calvert, E., Chen, K., Moon, K. C., Emerson, M. R., Feldman, N., Lager, C., & Torous, J. (2026). A Novel Blended Hybrid Care Model for Maternal Mental...

depressiveanxietysex-gender-sexuality

SAFEGUARD: Transforming Military Suicide Prevention Through Predictive Analytics and Targeted Interventions

Nassif, T. H., Adler, A. B., Atkinson, R. D., Bentley, K. H., Bonomi, R. E., D’Olympia, J., Edwards, E. R., Fortgang, R. G., Gaudiano, B. A., Geraci, ...

stress-traumamilitary-veteranyoung-adult

Real-time Smartphone Monitoring Assessments as a Cognitive Biomarker of Alzheimer’s Disease: Protocol for the SMART-A Study

McKenna, M., Torous, J., Rozenblit, E., Flathers, M., Ryan, S., & Lim, C. (2026). Real-time Smartphone Monitoring Assessments as a Cognitive Biomarker...

neurocognitiveolder-adult

Sleep Estimation from Low Frequency Smartphone Sensors via Bayesian Hidden Markov Model

Byun, A. J. S., Li, Y., Cong, S., Dhima, A., Wang, S., Flathers, M., & Torous, J. (2025). Sleep Estimation from Low Frequency Smartphone Sensors via B...

depressivesleepanxiety

Can a Brief Digital Mental Health Intervention Enhance Standard Long-Covid Care? A Case Study

Macrynikola, N., Lane, E., & Torous, J. (2025). Can a Brief Digital Mental Health Intervention Enhance Standard Long-Covid Care? A Case Study. Interna...

Revolutionizing Medicine: Chatbots as Catalysts for Improved Diagnosis, Treatment, and Patient Support

Abbas, S. A., Yusifzada, I., & Athar, S. (2025). Revolutionizing Medicine: Chatbots as Catalysts for Improved Diagnosis, Treatment, and Patient Suppor...

depressiveanxiety

Smartphone monitoring and digital phenotyping apps for schizophrenia: A review of the academic literature

Hau, C., Xia, W., Ryan, S., Firth, J., Linardon, J., & Torous, J. (2025). Smartphone monitoring and digital phenotyping apps for schizophrenia: A revi...

psychoticneurocognitiverace-ethnicity-language

Stepped care, stepped care “lite” & matching intervention components to individual mental health needs: A rapid scoping review of mental health and substance use interventions for post-secondary students

Brennenstuhl, S., Agard, C., Ho, R., & Cleverley, K. (2025). Stepped care, stepped care “lite” & matching intervention components to individual mental...

depressivestress-traumaanxiety

Harnessing digital health interventions to address the heterogeneity of depression: a systematic review

Alsalloum, G., Dalibalta, S., & Hadijat, Y. (2025). Harnessing digital health interventions to address the heterogeneity of depression: a systematic r...

depressiveanxiety

Using Digital Phenotyping to Discriminate Unipolar Depression and Bipolar Disorder: Systematic Review

Zhong, R., Wu, X., Chen, J., & Fang, Y. (2025). Using Digital Phenotyping to Discriminate Unipolar Depression and Bipolar Disorder: Systematic Review....

depressivebipolar

Translating Digital Health into the Real World: The Evolving Role of Digital Navigators to Enhance Mental Health Access and Outcomes

Choudhary, S., Mehta, U. M., Naslund, J., & Torous, J. (2025). Translating Digital Health into the Real World: The Evolving Role of Digital Navigators...

psychoticlow-incomerace-ethnicity-language

Social Media Detox and Youth Mental Health

Calvert, E., Cipriani, M., Dwyer, B., Lisowski, V., Mikkelson, J., Chen, K., Flathers, M., Hau, C., Xia, W., Castillo, J., Dhima, A., Ryan, S., & Toro...

addictivedepressiveanxiety

Interpreting psychiatric digital phenotyping data with large language models: a preliminary analysis

Flathers, M., Xia, W., Hau, C., Nelson, B. W., Cheong, J., Burns, J., & Torous, J. (2025). Interpreting psychiatric digital phenotyping data with larg...

depressiveanxietysleep

Collecting language, speech acoustics, and facial expression to predict psychosis and other clinical outcomes: strategies from the AMP® SCZ initiative

Bilgrami, Z. R., Castro, E., Agurto, C., Liebenthal, E., Ennis, M., Baker, J. T., Scott, I., Colton, B. L., Cho, K. I. K., Li, L., Tamayo, Z., Henecks...

psychoticrace-ethnicity-languageyoung-adult

Emotion Regulation Self-Efficacy as a Mechanism of Alliance and Outcomes in a Brief, Transdiagnostic Digital Mental Health Intervention: L'auto-efficacité de la régulation des émotions en tant que mécanisme d'alliance et de résultats dans une brève intervention transdiagnostique numérique en santé mentale

Macrynikola, N., Chang, S., & Torous, J. (2024). Emotion Regulation Self-Efficacy as a Mechanism of Alliance and Outcomes in a Brief, Transdiagnostic ...

depressiveanxiety

H3-MOSAIC: multimodal generative AI for semantic place detection from high-frequency GPS on H3 grids in mental health geomatics

Liu, L., Franklin, R., Cheong, J., Cong, T., Byun, J. S., Oh, A. Y., & Torous, J. (2025). H3-MOSAIC: multimodal generative AI for semantic place detec...

race-ethnicity-languagestress-trauma

Mobile cognitive remote assessment of schizophrenia: a global multi-site pilot study

Castillo, J., Cheong, J., Choudhary, S., Bondre, A., Rozatkar, A. R., Mehta, U. M., Shrivastava, R., Ahmad, M. A., Malviya, A., Sen, Y., Tugnawat, D.,...

psychoticneurocognitivesleep

Digital phenotyping correlates of cognitive performance in schizophrenia spectrum disorders from a longitudinal study

Nabagata Das, Soumya Choudhary, Srilakshmi Nagendra, Siddharth Dutt, Preethi Reddy, John A Naslund, John Torous, Urvakhsh Meherwan Mehta, Digital phen...

psychoticyoung-adult

Testing the Feasibility, Acceptability, and Potential Efficacy of an Innovative Digital Mental Health Care Delivery Model Designed to Increase Access to Care: Open Trial of the Digital Clinic

Macrynikola, N., Chen, K., Lane, E., Nguyen, N., Pinto, J., Yen, S., & Torous, J. (2025). Testing the Feasibility, Acceptability, and Potential Effica...

depressiveanxietyyoung-adult

Is digital alliance associated with engagement & outcomes in guided digital interventions? An analysis of data from two studies

Macrynikola, N., Chang, S., & Torous, J. (2025). Is digital alliance associated with engagement & outcomes in guided digital interventions? An analysi...

depressiveanxiety

Transdiagnostic-focused apps for depression and anxiety: a meta-analysis

Linardon, J., Anderson, C., Messer, M. et al. Transdiagnostic-focused apps for depression and anxiety: a meta-analysis. npj Digit. Med. 8, 443 (2025)....

depressiveanxietyyoung-adult

Digital phenotyping of social functioning and employment in people with schizophrenia: Pilot data from an international sample

Lane, E., Gray, L., Kimhy, D., Jeste, D., & Torous, J. (2025). Digital phenotyping of social functioning and employment in people with schizophrenia: ...

psychoticrace-ethnicity-language

App Assisted Depression Self-Management in Integrated Primary Care: A Pilot Study Exploring Patient and Provider Experiences

Johnson, D.J., Emerson, M.R., Dinkel, D. et al. App Assisted Depression Self-Management in Integrated Primary Care: A Pilot Study Exploring Patient an...

depressive

Comparing the utility of mean versus intraindividual variability metrics in the relationship between mobility‐based digital phenotypes and cognition

Hackett, K., Xu, S., McKniff, M., Barnett, I., & Giovannetti, T. (2025). Comparing the utility of mean versus intraindividual variability metrics in t...

neurocognitiveolder-adult

Exploring the differential impact of sociodemographic and extrinsic factors on mobility‐based digital phenotypes versus standard cognitive tests among older adults

Hackett, K., Xu, S., McKniff, M., Barnett, I., & Giovannetti, T. (2025). Exploring the differential impact of sociodemographic and extrinsic factors o...

neurocognitiveolder-adult

Feasibility and implementation of depression and trauma-focused mobile apps in integrated primary care clinics: Lessons learned from two pilot studies

Emerson, M. R., Johnson, D. J., Dinkel, D., Thomas, R., & Culjat, C. (2025). Feasibility and implementation of depression and trauma-focused mobile ap...

depressivelow-income

Evaluating clinical outcomes for anxiety and depression: A real-world comparison of the digital clinic and primary care

Calvert, E., Cipriani, M., Chen, K., Dhima, A., Burns, J., & Torous, J. (2025). Evaluating clinical outcomes for anxiety and depression: A real-world ...

depressiveanxietyyoung-adult

Digital health technologies in the accelerating medicines Partnership® Schizophrenia Program

Wigman, J. T. W., Ching, A. E., Chung, Y., Eichi, H. R., Lane, E., Langholm, C., Vaidyam, A., Byun, A. J. S., Haidar, A., Hartmann, J., Nunez, A., Dwy...

psychoticadolescentyoung-adult

Datasets of Smartphone Modalities for Depression Assessment: A Scoping Review

Tlachac, M., Heinz, M. V., Bryan, A. C., LaPreay, A., Dimas, G. L., Zhao, T., Jacobson, N. C., & Ogden, S. S. (2025). Datasets of Smartphone Modalitie...

depressive

Emotion‐aware psychological first aid: Integrating BERT‐based emotional distress detection with Psychological First Aid‐Generative Pre‐Trained Transformer chatbot for mental health support

Taiwo, O., & Al-Bander, B. (2025). Emotion‐aware psychological first aid: Integrating BERT‐based emotional distress detection with Psychological First...

stress-trauma

Mobile Therapeutic Attention for Treatment-Resistant Schizophrenia (m-RESIST) Solution for Improving Clinical and Functional Outcomes in Treatment-Resistant Schizophrenia: Prospective, Multicenter Efficacy Study

Seppälä J, Grasa E, Alonso-Solis A, Roldan-Bejarano A, Haapea M, Isohanni M, Miettunen J, Caro Mendivelso J, Almazán C, Rubinstein K, Caspi A, Unoka Z...

psychotic

Effectiveness of evidence based mental health apps on user health outcome: A systematic literature review

Shahsavar, Y., & Choudhury, A. (2025). Effectiveness of evidence based mental health apps on user health outcome: A systematic literature review. PLOS...

mindLAMPVis as a Co-Designed Clinician-Facing Data Visualization Portal to Integrate Clinical Observations From Digital Phenotyping in Schizophrenia: User-Centered Design Process and Pilot Implementation

Sama K, Sreevalsan-Nair J, Choudhary S, Nagendra S, Reddy P, Cohen A, Mehta U, Torous JmindLAMPVis as a Co-Designed Clinician-Facing Data Visualizatio...

psychoticlow-incomeneurocognitive

Designing smartphone-based cognitive assessments for schizophrenia: Perspectives from a multisite study

Raje, A., Rozatkar, A. R., Mehta, U. M., Shrivastava, R., Bondre, A., Ahmad, M. A., Malviya, A., Sen, Y., Tugnawat, D., Bhan, A., Modak, T., Das, N., ...

psychoticneurocognitive

The Application of Artificial Intelligence in Diagnosis and Psychotherapy

Rahmani, D., & Senoussaoui, A. (2025). The application of artificial intelligence in diagnosis and psychotherapy. Science, Education and Innovations i...

Towards clinical subtypes in schizophrenia: integrating cognitive, functional, and digital phenotyping assessments

Byun, A.J.S., Lane, E., Langholm, C. et al. Towards clinical subtypes in schizophrenia: integrating cognitive, functional, and digital phenotyping ass...

psychoticneurocognitive

Analyzing Trends in Suicidal Thoughts Among Patients With Psychosis in India: Exploratory Secondary Analysis of Smartphone Ecological Momentary Assessment Data

Bondre AP, Ranjan A, Shrivastava R, Tugnawat D, Chaturvedi NK, Bhan A, Gupta S, Rozatkar AR, Nagendra S, Dutt S, Choudhary S, Reddy PV, Mehta UM, Nasl...

psychoticlow-incomeneurocognitive

Barriers and facilitators to usability of a smartphone-based digital mental health tool in older adults: Insights from a secondary analysis of mindLAMP

Calvert, E., Hackett, K., Torous, J., & Giovannetti, T. (2025). Barriers and facilitators to usability of a smartphone-based digital mental health too...

neurocognitiveolder-adult

Digital measures of activity and motivation impact depression and anxiety in the real world

Beltrán, J. M., Jacob, Y., Mehta, M. M., Hossain, T., Adams, A., Fontaine, S., Torous, J., McDonough, C., Johnson, M., Delgado, A. D., Murrough, J. W....

depressiveanxietystress-trauma

Bridging Science and Hope: integrating and Communicating Lived experience in Accelerating Medicines Partnership® Schizophrenia Program

Asgari-Targhi, A., Yao, B., Brown, L., Garcia, S., Nagendra, A., Chin, K., Billah, T., Penzel, N., John, O., Prunier, N., Veale, S., Kotler, E., Jacob...

psychoticadolescentyoung-adult

Enabling FAIR data stewardship in complex international multi-site studies: Data Operations for the Accelerating Medicines Partnership® Schizophrenia Program

Billah, T., Cho, K.I.K., Borders, O. et al. Enabling FAIR data stewardship in complex international multi-site studies: Data Operations for the Accele...

psychoticadolescentyoung-adult

The temporal relationships between social motivation and social interactions in people with serious mental illness and recent homelessness

Abplanalp, S. J., Le, T. P., Reavis, E. A., & Green, M. F. (2025). The temporal relationships between social motivation and social interactions in peo...

psychoticdepressiveaddictive

Functionality and feasibility of cognitive function training via mobile health application among youth at risk for psychosis

Li, H., Yang, S., Chi, H., Xu, L., Zhang, T., Bao, F., Stone, W. S., & Wang, J. (2024). Functionality and feasibility of cognitive function training v...

psychoticneurocognitiverace-ethnicity-language

Kenya Psychosis-Risk Outcomes Study (KePROS): Development of an Accelerated Medicine Partnership Schizophrenia-Aligned Project in Africa

Mamah, D., Mutiso, V., Musyimi, C., Harms, M. P., Anokhin, A. P., Chen, S., Torous, J., Muyela, L., Nashed, J., Al-Hosni, Y., Odera, A., Yarber, A., G...

psychoticrace-ethnicity-languageadolescent

Digital Phenotyping and Feature Extraction on Smartphone Data for Depression Detection

M. Yang et al., "Digital Phenotyping and Feature Extraction on Smartphone Data for Depression Detection," in Proceedings of the IEEE, vol. 112, no. 12...

depressive

Using data processing to understand inconsistency in smartphone behavior among patients with serious mental illness: Results of a digital phenotyping biomarker study

Langholm, C., Breitinger, S., Gray, L., Goes, F., Walker, A., Xiong, A., Stopel, C., Zandi, P. P., Frye, M. A., & Torous, J. (2024). Using data proces...

bipolardepressiveneurocognitive

Exploring current smartphone-based cognitive assessments in schizophrenia and bipolar disorder

Lane, E., Joshi, D., Guimond, S., Moore, R., Ahmed, A. O., Ajilore, O., & Torous, J. (2024). Exploring current smartphone-based cognitive assessments ...

psychoticneurocognitivebipolar

Mobility-Based Smartphone Digital Phenotypes for Unobtrusively Capturing Everyday Cognition, Mood, and Community Life-Space in Older Adults: Feasibility, Acceptability, and Preliminary Validity Study

Hackett, K., Xu, S., McKniff, M., Paglia, L., Barnett, I., & Giovannetti, T. (2024). Mobility-Based Smartphone Digital Phenotypes for Unobtrusively Ca...

neurocognitiveolder-adult

The Potential for Digital Phenotyping in Understanding Mindfulness App Engagement Patterns: A Pilot Study

Gray, L., Marcynikola, N., Barnett, I., & Torous, J. (2024). The Potential for Digital Phenotyping in Understanding Mindfulness App Engagement Pattern...

stress-traumayoung-adult

Biomarker Methodologies: A NIMH Perspective

Grabb, M.C., Brady, L.S. (2024). Biomarker Methodologies: A NIMH Perspective. In: Javitt, D.C., McPartland, J.C. (eds) Neurophysiologic Biomarkers in ...

Digital Technologies Tracking Active and Passive Data Collection in Depressive Disorders: Lessons Learned From a Case Series

Gardea-Resendez, Manuel MD*,†; Breitinger, Scott MD*; Walker, Alex MHS‡; Harper, Laura*; Xiong, Ashley*; Stoppel, Cynthia*; Volety, Rama M. MBAM§; Ram...

depressive

Exploring relationships between social media use, online exposure to drug-related content, and youth substance use in real time: a pilot ecological momentary assessment study in a clinical sample of adolescents and young adults

Gansner, M., Horton, A. K., Singh, R., & Schuman-Olivier, Z. (2024). Exploring relationships between social media use, online exposure to drug-related...

depressiveanxietystress-trauma

Assessing Digital Phenotyping for App Recommendations and Sustained Engagement: Cohort Study

Dwyer, B., Flathers, M., Burns, J., Mikkelson, J., Perlmutter, E., Chen, K., Ram, N., & Torous, J. (2024). Assessing digital phenotyping for app recom...

The Digital Navigator: Standardizing Human Technology Support in App-Integrated Clinical Care

Chen, K., Lane, E., Burns, J., Macrynikola, N., Chang, S., & Torous, J. (2024). The Digital Navigator: Standardizing Human Technology Support in App-I...

Digital phenotyping data and anomaly detection methods to assess changes in mood and anxiety symptoms across a transdiagnostic clinical sample

Cohen, A., Naslund, J., Lane, E., Bhan, A., Rozatkar, A., Mehta, U. M., Vaidyam, A., Jin, A., Barnett, I., & Torous, J. (2024). Digital phenotyping da...

psychoticlow-incomeneurocognitive

Transforming Digital Phenotyping Raw Data Into Actionable Biomarkers, Quality Metrics, and Data Visualizations Using Cortex Software Package: Tutorial

Burns, J., Chen, K., Flathers, M., Currey, D., Macrynikola, N., Vaidyam, A., Langholm, C., Barnett, I., Byun, A. (Jin S., Lane, E., & Torous, J. (2024...

Experiencing hallucinations in daily life: The role of metacognition

Wright, A. C., Palmer-Cooper, E., Cella, M., McGuire, N., Montagnese, M., Dlugunovych, V., Liu, C. J., Wykes, T., & Cather, C. (2024). Experiencing ha...

psychoticyoung-adult

Utilizing Technology to Enhance the Ecological Validity of Cognitive and Functional Assessments in Schizophrenia: An Overview of the State-of-the-Art

William P Horan, Raeanne C Moore, Heather G Belanger, Philip D Harvey, Utilizing Technology to Enhance the Ecological Validity of Cognitive and Functi...

psychoticadolescentyoung-adult

Accelerating Medicines Partnership® Schizophrenia (AMP® SCZ): Rationale and Study Design of the Largest Global Prospective Cohort Study of Clinical High Risk for Psychosis

Wannan, C. M. J., Nelson, B., Addington, J., Allott, K., Anticevic, A., Arango, C., Baker, J. T., Bearden, C. E., Billah, T., Bouix, S., Broome, M. R....

psychoticadolescentyoung-adult

Return of Results in Digital Phenotyping: Ethical Considerations for Real-World Use Cases

Torous, J., & Blease, C. (2024). Return of Results in Digital Phenotyping: Ethical Considerations for Real-World Use Cases. The American Journal of Bi...

Decoding anxiety: A scoping review of observable cues

Smrke, U., Mlakar, I., Rehberger, A., Žužek, L., & Plohl, N. (2024). Decoding anxiety: A scoping review of observable cues. Digital health, 10, 205520...

anxiety

Digital phenotyping correlates of mobile cognitive measures in schizophrenia: A multisite global mental health feasibility trial

Cohen, A., Joshi, D., Bondre, A., Chand, P. K., Chaturvedi, N., Choudhary, S., Dutt, S., Khan, A., Langholm, C., Kumar, M., Gupta, S., Nagendra, S., R...

psychoticneurocognitiverace-ethnicity-language

Relationships between depression, anxiety, and motivation in the real-world: Effects of physical activity and screentime

Beltrán, J., Jacob, Y., Mehta, M., Hossain, T., Adams, A., Fontaine, S., Torous, J., McDonough, C., Johnson, M., Delgado, A., Murrough, J. W., & Morri...

depressiveanxietystress-trauma

Applying continuous-time models to ecological momentary assessments: A practical introduction to the method and demonstration with clinical data

Abplanalp, S. J., Reavis, E. A., Le, T. P., & Green, M. F. (2024). Applying continuous-time models to ecological momentary assessments: A practical in...

psychoticdepressiveaddictive

Patient and Clinician Experiences with Sharing Data Visualizations Integrated into Mental Health Treatment

Chang, S., Gray, L., Alon, N., & Torous, J. (2023). Patient and Clinician Experiences with Sharing Data Visualizations Integrated into Mental Health T...

depressiveanxiety

Digital phenotyping of student mental health during COVID-19: an observational study of 100 college students

Melcher, J., Lavoie, J., Hays, R., D’Mello, R., Rauseo-Ricupero, N., Camacho, E., … Torous, J. (2021). Digital phenotyping of student mental health du...

depressiveanxietypsychotic

The Digital Clinic: An Innovative Mental Health Care Delivery Model Utilizing Hybrid Synchronous and Asynchronous Treatment

Macrynikola, N., Nguyen, N., Lane, E., Yen, S., & Torous, J. (2023). The Digital Clinic: An Innovative Mental Health Care Delivery Model Utilizing Hyb...

depressiveanxietyyoung-adult

Exploring the Potential of Apple SensorKit and Digital Phenotyping Data as New Digital Biomarkers for Mental Health Research

Langholm, C., Kowatsch, T., Bucci, S., Cipriani, A., & Torous, J. (2023). Exploring the Potential of Apple SensorKit and Digital Phenotyping Data as N...

depressive

Monitoring sleep using smartphone data in a population of college students

Langholm, C., Byun, A. J. S., Mullington, J., & Torous, J. (2023). Monitoring sleep using smartphone data in a population of college students. Npj Men...

psychoticlow-incomeneurocognitive

Risk scores in digital psychiatry: Expanding the reach of complex smartphone data by condensing it into simple results

Langholm, C., Alon, N., Perret, S., & Torous, J. (2023). Risk scores in digital psychiatry: Expanding the reach of complex smartphone data by condensi...

Methods for Navigating the Mobile Mental Health App Landscape for Clinical Use

King, D. R., Emerson, M. R., Tartaglia, J., Nanda, G., & Tatro, N. A. (2023). Methods for Navigating the Mobile Mental Health App Landscape for Clinic...

depressivesex-gender-sexualityyoung-adult

Utility of Smartphone-Based Digital Phenotyping Biomarkers in Assessing Treatment Response to Transcranial Magnetic Stimulation in Depression: Proof-of-Concept Study

Kelkar RS, Currey D, Nagendra S, Mehta UM, Sreeraj VS, Torous J, Thirthalli JUtility of Smartphone-Based Digital Phenotyping Biomarkers in Assessing T...

depressivebipolar

Examining the relationship between digital media and substance use: A study using ecological momentary assessment in youth

Horton, A. (2023). Examining the relationship between digital media and substance use: A study using ecological momentary assessment in youth (Order N...

addictive

3 Smartphone Digital Phenotyping for Unobtrusive and Continuous Assessment of Everyday Cognition and Movement Trajectories in Older Adults

Hackett K, Xu S, McKniff M, Pinsky E, Holmqvist S, Vallecorsa G, Barnett I, Giovannetti T. 3 Smartphone Digital Phenotyping for Unobtrusive and Contin...

neurocognitiveolder-adult

Implementing Technologies to Enhance Coordinated Specialty Care Framework: Implementation Outcomes From a Development and Usability Study

Green, J. B., Rodriguez, J., Keshavan, M., Lizano, P., & Torous, J. (2023). Implementing Technologies to Enhance Coordinated Specialty Care Framework:...

depressivebipolarpsychotic

Digital mental health for postpartum women: perils, pitfalls, and promise

Feldman, N., & Perret, S. (2023). Digital mental health for postpartum women: perils, pitfalls, and promise. NPJ digital medicine, 6(1), 11. https://d...

depressivesex-gender-sexualityyoung-adult

A Systematic Review and Exploration of Smartphone App Interventions for Perinatal Depression With Case Study

Emerson, M., Perret, S., Chinn, H., Alon, N., Watanabe-Galloway, S., Johnson, D. J., Dinkel, D., & Torous, J. (2023). A systematic review and explorat...

depressivesex-gender-sexualityyoung-adult

Assessing the relationship between anxiety, depression and digital media use in adolescents using ecological momentary assessment

Doble, N. V. (2023). Assessing the relationship between anxiety, depression and digital media use in adolescents using ecological momentary assessment...

depressiveanxietyadolescent

Increasing the value of digital phenotyping through reducing missingness: a retrospective review and analysis of prior studies

Currey, D., & Torous, J. (2023). Increasing the value of digital phenotyping through reducing missingness: a retrospective review and analysis of prio...

Digital Phenotyping Models of Symptom Improvement in College Mental Health: Generalizability Across Two Cohorts

Currey, D., Hays, R., & Torous, J. (2023). Digital Phenotyping Models of Symptom Improvement in College Mental Health: Generalizability Across Two Coh...

depressiveanxietystress-trauma

Digital Phenotyping Data to Predict Symptom Improvement and Mental Health App Personalization in College Students: Prospective Validation of a Predictive Model

Currey, D., & Torous, J. (2023). Digital Phenotyping Data to Predict Symptom Improvement and Mental Health App Personalization in College Students: Pr...

depressiveanxietystress-trauma

An exploratory analysis of the effect size of the mobile mental health Application, mindLAMP

Chang, S., Alon, N., & Torous, J. (2023). An exploratory analysis of the effect size of the mobile mental health Application, mindLAMP. Digital Health...

Smartphone app engagement and clinical outcomes in a hybrid clinic

Chang, S., Gray, L., & Torous, J. (2023). Smartphone app engagement and clinical outcomes in a hybrid clinic. Psychiatry Research, 319, 115015. https:...

depressiveanxietyyoung-adult

Evaluating the efficacy of a smartphone mental health app, mindLAMP, in reducing anxiety and depression symptoms

Chang, S. (2023). Evaluating the efficacy of a smartphone mental health app, mindLAMP, in reducing anxiety and depression symptoms. https://hdl.handle...

depressiveanxiety

Digital Interventions for Relapse Prevention, Illness Self-Management, and Health Promotion In Schizophrenia: Recent Advances, Continued Challenges, and Future Opportunities

Chukka, A., Choudhary, S., Dutt, S. et al. Digital Interventions for Relapse Prevention, Illness Self-Management, and Health Promotion In Schizophreni...

psychoticlow-incomeneurocognitive

Relapse prediction in schizophrenia with smartphone digital phenotyping during COVID-19: a prospective, three-site, two-country, longitudinal study

Cohen, A., Naslund, J. A., Chang, S., Nagendra, S., Bhan, A., Rozatkar, A., Thirthalli, J., Bondre, A., Tugnawat, D., Reddy, P. V., Dutt, S., Choudhar...

psychotic

Mental health service users' experiences of telehealth interventions facilitated during the COVID-19 pandemic and their relevance to nursing: An integrative review

Bright, A.-M., & Doody, O. (2023). Mental health service users’ experiences of telehealth interventions facilitated during the COVID-19 pandemic and t...

The impact of guided versus supportive coaching on mental health app engagement and clinical outcomes

Camacho, E., Chang, S. M., Currey, D., & Torous, J. (2023). The impact of guided versus supportive coaching on mental health app engagement and clinic...

depressiveanxietyyoung-adult

Classifying and clustering mood disorder patients using smartphone data from a feasibility study

Langholm, C., Breitinger, S., Gray, L., Goes, F., Walker, A., Xiong, A., Stopel, C., Zandi, P., Frye, M. A., & Torous, J. (2023). Classifying and clus...

bipolardepressiveneurocognitive

Digital Phenotyping for Mood Disorders: Methodology-Oriented Pilot Feasibility Study

Breitinger, S., Gardea-Resendez, M., Langholm, C., Xiong, A., Laivell, J., Stoppel, C., Harper, L., Volety, R., Walker, A., D'Mello, R., Byun, A. J. S...

psychoticadolescentyoung-adult

Exploring the Neuropsychiatric Sequalae of Perceived COVID-19 Exposure in College Students: A Pilot Digital Phenotyping Study

Patel, S. K., & Torous, J. (2022). Exploring the Neuropsychiatric Sequalae of Perceived COVID-19 Exposure in College Students: A Pilot Digital Phenoty...

depressiveanxietystress-trauma

Assessing engagement features in an observational study of mental health apps in college students

Melcher, J., Patel, S., Scheuer, L., Hays, R., & Torous, J. (2022). Assessing engagement features in an observational study of mental health apps in c...

depressiveanxietystress-trauma

Designing and scaling up integrated youth mental health care

McGorry, P.D., Mei, C., Chanen, A., Hodges, C., Alvarez-Jimenez, M. and Killackey, E. (2022), Designing and scaling up integrated youth mental health ...

depressiveanxietyyoung-adult

Applying machine learning to smartphone based cognitive and sleep assessments in schizophrenia

Mark Kalinich, Senan Ebrahim, Ryan Hays, Jennifer Melcher, Aditya Vaidyam, John Torous,Applying machine learning to smartphone based cognitive and sle...

neurocognitiveolder-adult

Smartphone digital phenotyping, surveys, and cognitive assessments for global mental health: Initial data and clinical correlations from an international first episode psychosis study

Lakhtakia, T., Bondre, A., Chand, P. K., Chaturvedi, N., Choudhary, S., Currey, D., Dutt, S., Khan, A., Kumar, M., Gupta, S., Nagendra, S., Reddy, P. ...

psychoticneurocognitiverace-ethnicity-language

Capturing Cognitive Aging in Vivo: Application of a Neuropsychological Framework for Emerging Digital Tools

Hackett, K., & Giovannetti, T. (2022). Capturing Cognitive Aging in Vivo: Application of a Neuropsychological Framework for Emerging Digital Tools. JM...

neurocognitiveolder-adult

Piloting Smartphone Digital Phenotyping to Understand Problematic Internet Use in an Adolescent and Young Adult Sample

Gansner, M., Nisenson, M., Lin, V., Carson, N., & Torous, J. (2022). Piloting Smartphone Digital Phenotyping to Understand Problematic Internet Use in...

depressiveanxietyaddictive

Problematic Internet Use Before and During the COVID-19 Pandemic in Youth in Outpatient Mental Health Treatment: App-Based Ecological Momentary Assessment Study

Gansner M, Nisenson M, Lin V, Pong S, Torous J, Carson NProblematic Internet Use Before and During the COVID-19 Pandemic in Youth in Outpatient Mental...

depressiveanxietyyoung-adult

Similarity matrix-based anomaly detection for clinical intervention

D’Mello, R., Melcher, J. & Torous, J. Similarity matrix-based anomaly detection for clinical intervention. Sci Rep 12, 9162 (2022). https://doi.org/10...

psychotic

Digital Phenotyping Data to Predict Symptom Improvement andApp Personalization: Protocol for a Prospective Study

Currey, D., & Torous, J. (2022). Digital phenotyping data to predict symptom improvement and app personalization: Protocol for a prospective study. JM...

depressiveanxietystress-trauma

Digital phenotyping correlations in larger mental health samples: analysis and replication

Currey, D., & Torous, J. (2022). Digital phenotyping correlations in larger mental health samples: analysis and replication. BJPsych Open, 8(4), e106....

depressiveanxietystress-trauma

Digital Futures in Mind: Reflecting on Technological Experiments in Mental Health & Crisis Support

Bossewitch, J., Brown, L. X. Z., Gooding, P. M., Harris, L., Horton, J., Katterl, S., Myrick, K., Ubozoh, K., & Vasquez Encalada, A. (2022). Digital F...

Enabling Research and Clinical Use of Patient-Generated Health Data (the mindLAMP Platform): Digital Phenotyping Study

Vaidyam, A., Halamka, J., & Torous, J. (2022). Enabling Research and Clinical Use of Patient-Generated Health Data (the mindLAMP Platform): Digital Ph...

Examining the relationship between problematic internet use and impulsivity in adolescents and young adults: A longitudinal study

Singh, R. (2022). Examining the relationship between problematic internet use and impulsivity in adolescents and young adults: A longitudinal study (O...

young-adultadolescentaddictive

Usable Data Visualization for Digital Biomarkers: An Analysis of Usability, Data Sharing, and Clinician Contact

Scheuer, L., & Torous, J. (2022). Usable Data Visualization for Digital Biomarkers: An Analysis of Usability, Data Sharing, and Clinician Contact. Dig...

Smartphone-sourced data visualization in mental health

Scheuer, L. S. (2022). Smartphone-sourced data visualization in mental health (Order No. 29261662). Available from ProQuest Dissertations & Theses Glo...

Use of an Ingestible, Sensor-Based Digital Adherence System to Strengthen the Therapeutic Relationship in Serious Mental Illness

Richey, A. G., Kovacs, I., & Browne, S. (2022). Use of an Ingestible, Sensor-Based Digital Adherence System to Strengthen the Therapeutic Relationship...

psychotic

Longitudinal symptom changes and association with home time in people with schizophrenia: An observational digital phenotyping study

Ranjan, T., Melcher, J., Keshavan, M., Smith, M., & Torous, J. (2022). Longitudinal symptom changes and association with home time in people with schi...

psychoticyoung-adultneurocognitive

Artificial Intelligence and Chatbots in Psychiatry

Pham, K.T., Nabizadeh, A. & Selek, S. Artificial Intelligence and Chatbots in Psychiatry. Psychiatr Q 93, 249–253 (2022). https://doi.org/10.1007/s111...

A qualitative exploration of perceived needs and barriers of individuals with schizophrenia, caregivers and clinicians in using mental health applications in Madhya Pradesh, India

Bondre, A. P., Raghuram, H., Deshpande, S. N., Gurav, K., Grover, S., & Sagar, R. (2022). A qualitative exploration of perceived needs and barriers of...

psychoticlow-incomeneurocognitive

The Appalachia Mind Health Initiative (AMHI): a pragmatic randomized clinical trial of adjunctive internet-based cognitive behavior therapy for treating major depressive disorder among primary care patients

Bossarte, R. M., Kessler, R. C., Nierenberg, A. A., Chattopadhyay, A., Cuijpers, P., Enrique, A., Foxworth, P. M., Gildea, S. M., Belnap, B. H., Haut,...

depressivelow-income

An electronic monitored anesthesia care (MAC) decision aid for breast conserving surgery

Beight, L., Pardo, J., McCarthy, K., Dinkel, A., Lima, A. de, Torous, J., James, T. A., & Shapiro, F. E. (2022). An electronic monitored anesthesia ca...

sex-gender-sexuality

Global Collaboration Around Digital Mental Health: The LAMP Consortium

Bilden, R., & Torous, J. (2022). Global Collaboration Around Digital Mental Health: The LAMP Consortium. Journal of Technology in Behavioral Science, ...

race-ethnicity-language

Digital Phenotyping for Spinal Cord Injury: Smartphone-based monitors for clinical utility

Nirmal, A. R., Srinidhi Brahmavar, & Mercier, H. W. (2021). Digital Phenotyping for Spinal Cord Injury: Smartphone-based monitors for clinical utility...

neurocognitive

The use of digital phenotyping to investigate the relationship between digital media use and mental health in a cohort of clinical adolescents

Lin, V. (2021). The use of digital phenotyping to investigate the relationship between digital media use and mental health in a cohort of clinical ado...

depressiveanxietyaddictive

Enhancing attention and memory of individuals at clinical high risk for psychosis with mHealth technology

Li, H., Yang, S., Chi, H., Xu, L., Zhang, T., Singleton, G., Tang, Y., Stone, W. S., & Wang, J. (2021). Enhancing attention and memory of individuals ...

psychoticadolescentyoung-adult

Integrating mobile health into mental health: An exploratory analysis and case series from the digital clinic

Lavoie, J. A. (2021). Integrating mobile health into mental health: An exploratory analysis and case series from the digital clinic (Order No. 2841233...

depressiveanxietyyoung-adult

Digital follow-up in patients with substance use disorders – pilot study assessing feasibility

Krasteva, S. (2021). Digital follow-up in patients with substance use disorders – pilot study assessing feasibility. Bulgarian Journal of Psychiatry, ...

addictiverace-ethnicity-language

Investigating Associations Between Screen Time and Symptomatology in Individuals With Serious Mental Illness: Longitudinal Observational Study

Henson, P., Rodriguez-Villa, E., & Torous, J. (2021). Investigating Associations Between Screen Time and Symptomatology in Individuals With Serious Me...

addictive

Anomaly detection to predict relapse risk in schizophrenia

Henson, P., D’Mello, R., Vaidyam, A. et al. Anomaly detection to predict relapse risk in schizophrenia. Transl Psychiatry 11, 28 (2021). https://doi.o...

psychoticyoung-adultneurocognitive

Digital Clinics and Mobile Technology Implementation for Mental Health Care

Connolly, S. L., Kuhn, E., Possemato, K., & Torous, J. (2021). Digital Clinics and Mobile Technology Implementation for Mental Health Care. Current Ps...

depressiveanxietyyoung-adult

Smartphone-Based Neuropsychological Assessment in Parkinson’s Disease: Feasibility, Validity, and Contextually Driven Variability in Cognition

Weizenbaum, E. L., Fulford, D., Torous, J., Pinsky, E., Kolachalama, V. B., & Cronin-Golomb, A. (2021). Smartphone-Based Neuropsychological Assessment...

neurocognitiveolder-adult

Validation of Smartphone-Based Cognitive Assessments for Individuals with Major Depressive Disorder

Thérond, Alexandra. (2021). Validation of Smartphone-Based Cognitive Assessments for Individuals with Major Depressive Disorder.

depressiveneurocognitive

Validation of an ecological momentary assessment to measure processing speed and executive function in schizophrenia

Shvetz, C., Gu, F., Drodge, J., Torous, J., & Guimond, S. (2021). Validation of an ecological momentary assessment to measure processing speed and exe...

psychotic

Cross cultural and global uses of a digital mental health app: results of focus groups with clinicians, patients and family members in India and the United States

Rodriguez-Villa, E., Rozatkar, A. R., Kumar, M., Patel, V., Bondre, A., Naik, S. S., Dutt, S., Mehta, U. M., Nagendra, S., Tugnawat, D., Shrivastava, ...

psychoticlow-incomeneurocognitive

Smartphone Health Assessment for Relapse Prevention (SHARP): a digital solution toward global mental health

Rodriguez-Villa, E., Mehta, U. M., Naslund, J., Tugnawat, D., Gupta, S., Thirtalli, J., Bhan, A., Patel, V., Chand, P. K., Rozatkar, A., Keshavan, M.,...

psychoticlow-incomeneurocognitive

Case studies from the digital clinic: integrating digital phenotyping and clinical practice into today’s world

Rauseo-Ricupero, N., Henson, P., Agate-Mays, M., & Torous, J. (2021). Case studies from the digital clinic: integrating digital phenotyping and clinic...

depressiveanxietyyoung-adult

Technology Enabled Clinical Care (TECC): Protocol for a Prospective Longitudinal Cohort Study of Smartphone-Augmented Mental Health Treatment

Rauseo-Ricupero, N., & Torous, J. (2021). Technology Enabled Clinical Care (TECC): Protocol for a Prospective Longitudinal Cohort Study of Smartphone-...

depressiveanxietyyoung-adult

Cognition in Context: Understanding the Everyday Predictors of Cognitive Performance in a New Era of Measurement

Weizenbaum, E., Torous, J., & Fulford, D. (2020). Cognition in Context: Understanding the Everyday Predictors of Cognitive Performance in a New Era of...

neurocognitive

Feasibility and correlations of smartphone meta‐data toward dynamic understanding of depression and suicide risk in schizophrenia

Henson, P., & Torous, J. (2020). Feasibility and correlations of smartphone meta‐data toward dynamic understanding of depression and suicide risk in s...

psychoticdepressivestress-trauma

Towards clinically actionable digital phenotyping targets in schizophrenia

Henson, P., Barnett, I., Keshavan, M. et al. Towards clinically actionable digital phenotyping targets in schizophrenia. npj Schizophr 6, 13 (2020). h...

psychoticyoung-adultneurocognitive

Deriving symptom networks from digital phenotyping data in serious mental illness

Hays, R., Keshavan, M., Wisniewski, H., & Torous, J. (2020). Deriving symptom networks from digital phenotyping data in serious mental illness. BJPsyc...

psychotic

A pilot study using ecological momentary assessment via smartphone application to identify adolescent problematic internet use

Gansner, M., Nisenson, M., Carson, N., & Torous, J. (2020). A pilot study using ecological momentary assessment via smartphone application to identify...

depressiveanxietyneurodevelopmental

Patient Innovation in Investigating the Effects of Environmental Pollution in Schizophrenia: Case Report of Digital Phenotyping Beyond Apps

Vaidyam, A., Roux, S., & Torous, J. (2020). Patient Innovation in Investigating the Effects of Environmental Pollution in Schizophrenia: Case Report o...

psychotic

Multiple uses of app instead of using multiple apps – a case for rethinking the digital health technology toolbox

Torous, J., & Vaidyam, A. (2020). Multiple uses of app instead of using multiple apps – a case for rethinking the digital health technology toolbox. E...

The digital clinic: Implementing technology and augmenting care for mental health

Rodriguez-Villa, E., Rauseo-Ricupero, N., Camacho, E., Wisniewski, H., Keshavan, M., & Torous, J. (2020). The digital clinic: Implementing technology ...

depressiveanxietyyoung-adult

Assessing the potential of longitudinal smartphone based cognitive assessment in schizophrenia: A naturalistic pilot study

Liu, G., Henson, P., Keshavan, M., Pekka-Onnela, J., & Torous, J. (2019). Assessing the potential of longitudinal smartphone based cognitive assessmen...

psychoticyoung-adultneurocognitive

Using a Smartphone App to Identify Clinically Relevant Behavior Trends via Symptom Report, Cognition Scores, and Exercise Levels: A Case Series

Wisniewski, H., Henson, P., & Torous, J. (2019). Using a Smartphone App to Identify Clinically Relevant Behavior Trends via Symptom Report, Cognition ...

psychoticyoung-adultneurocognitive

Actionable digital phenotyping: a framework for the delivery of just-in-time and longitudinal interventions in clinical healthcare

Vaidyam, A., Halamka, J., & Torous, J. (2019). Actionable digital phenotyping: a framework for the delivery of just-in-time and longitudinal intervent...