MindLAMP Publications

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...

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...

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...

neurocognitivedepressiveanxiety+1

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...

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...

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...

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...

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)....

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

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...

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...

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

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...

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 ...

depressiveanxiety

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...

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....

depressivestress-traumaanxiety

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...

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...

psychoticbipolardepressive+4

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...

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...

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...

psychoticdepressiverace-ethnicity-language+3

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...

psychoticdepressiverace-ethnicity-language+3

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., ...

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...

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: ...

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 ...

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...

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...

psychoticbipolardepressive+4

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...

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...

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...

psychoticdepressiverace-ethnicity-language+3

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...

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...

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...

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...

depressivestress-traumaanxiety

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 ...

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...

depressiveanxiety

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....

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...

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...

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...

depressiveanxietypsychotic+4

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...

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...

psychoticdepressiverace-ethnicity-language+3

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...

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...

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...

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...

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...

depressiveanxietyyoung-adult

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...

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...

depressiveanxiety

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...

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...

depressiveanxietypsychotic+7

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...

depressiveanxietypsychotic+4

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...

depressivepsychoticanxiety+4

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...

depressiveanxietypsychotic+4

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...

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...

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...

depressiveanxietypsychotic+4

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...

depressivebipolarolder-adult+1

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...

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...

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...

anxietydepressivepsychotic+3

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...

depressiveanxiety

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...

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:...

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...

anxietydepressivepsychotic+4

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...

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:...

depressiveanxietystress-trauma+3

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...

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...

depressivepsychoticanxiety+4

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...

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 ...

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...

depressiveanxietyyoung-adult+1

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...

depressiveanxietypsychotic+4

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...

psychoticsleepanxiety+2

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,...

depressivesleepaddictive

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...

anxietydepressivepsychotic+3

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. ...

depressivepsychoticanxiety+4

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...

depressiveanxietypsychotic+4

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...

addictiveanxietydepressive+7

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...

depressiveanxietypsychotic+4

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...

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...

low-incomerace-ethnicity-languageyoung-adult+4

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...

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....

depressiveanxietypsychotic+4

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...

addictiveanxietydepressive+7

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...

depressiveanxietyyoung-adult+1

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...

addictiveanxietydepressive+7

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...

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, ...

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...

psychoticbipolardepressive+1

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

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...

depressivepsychoticanxiety+4

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-...

depressiveanxietystress-trauma+3

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, ...

depressiveanxietysleep+2

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...

depressiveanxiety

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...

psychoticdepressiveanxiety+5

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...

depressivestress-trauma

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...

psychoticdepressiveanxiety+5

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.,...

depressivepsychoticanxiety+4

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...

neurocognitivedepressivesleep+3

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...

psychoticneurocognitivesleep+3

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, ...

depressivepsychoticanxiety+4

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...

addictiveanxietydepressive+7

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...

depressiveanxietystress-trauma+3

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.

psychoticneurocognitivesleep+3

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 ...

psychoticneurocognitiveadolescent+1

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...

depressiveanxiety

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 ...

depressiveanxiety

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...

addictiveanxietydepressive+7

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...

psychoticdepressiveanxiety+5

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...

young-adultpsychotic

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...

psychoticdepressiveanxiety+5

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...

psychoticdepressiveanxiety+3

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...

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...

Creating a Digital Health Smartphone App and Digital Phenotyping Platform for Mental Health and Diverse Healthcare Needs: an Interdisciplinary and Collaborative Approach

Torous, J., Wisniewski, H., Bird, B., Carpenter, E., David, G., Elejalde, E., Fulford, D., Guimond, S., Hays, R., Henson, P., Hoffman, L., Lim, C., Me...

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 ...

psychoticneurocognitivedepressive+4