Precision medicine and suicide: an opportunity for digital health

Ecological momentary assessment

Shiffman, S., Stone, A. A., & Hufford, M. R. (2008) · Annual Review of Clinical Psychology · doi:10.1146/annurev.clinpsy.3.022806.091415 · Cited by 6,454 · see citing works

Risk factors for suicidal thoughts and behaviors: A meta-analysis of 50 years of research

Franklin, J. C., Ribeiro, J. D., Fox, K. R., Bentley, K. H., Kleiman, E. M., Huang, X., Musacchio, K. M., Jaroszewski, A. C., Chang, B. P., & Nock, M. K. (2017) · Psychological Bulletin · doi:10.1037/bul0000084 · Cited by 3,784 · see citing works

Validity and reliability of the Experience-Sampling Method

CSIKSZENTMIHALYI, M., & LARSON, R. (1987) · The Journal of Nervous and Mental Disease · doi:10.1097/00005053-198709000-00004 · Cited by 2,544 · see citing works

Suicide and suicidal behaviour

Turecki, G., & Brent, D. A. (2016) · The Lancet · doi:10.1016/s0140-6736(15)00234-2 · Cited by 2,338 · see citing works

The NIMH Research Domain Criteria (RDoC) Project: Precision Medicine for Psychiatry

Insel, T. R. (2014) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2014.14020138 · Cited by 1,472 · see citing works

Personalized medicine: Time for one-person trials

Schork, N. J. (2015) · Nature · doi:10.1038/520609a · Cited by 1,235 · see citing works

Digital Phenotyping: Technology for a New Science of Behavior

Insel, T. R. (2017) · JAMA · doi:10.1001/jama.2017.11295 · Cited by 833 · see citing works

Examination of real-time fluctuations in suicidal ideation and its risk factors: Results from two ecological momentary assessment studies

Kleiman, E. M., Turner, B. J., Fedor, S., Beale, E. E., Huffman, J. C., & Nock, M. K. (2017) · Journal of Abnormal Psychology · doi:10.1037/abn0000273 · Cited by 831 · see citing works

The Delivery of Public Health Interventions via the Internet: Actualizing Their Potential

Bennett, G. G., & Glasgow, R. E. (2009) · Annual Review of Public Health · doi:10.1146/annurev.publhealth.031308.100235 · Cited by 800 · see citing works

New Tools for New Research in Psychiatry: A Scalable and Customizable Platform to Empower Data Driven Smartphone Research

Torous, J., Kiang, M. V., Lorme, J., & Onnela, J.-P. (2016) · JMIR Mental Health · doi:10.2196/mental.5165 · Cited by 758 · see citing works

Predicting suicide following self-harm: systematic review of risk factors and risk scales

Chan, M. K. Y., Bhatti, H., Meader, N., Stockton, S., Evans, J., O'Connor, R. C., Kapur, N., & Kendall, T. (2016) · British Journal of Psychiatry · doi:10.1192/bjp.bp.115.170050 · Cited by 501 · see citing works

New dimensions and new tools to realize the potential of RDoC: digital phenotyping via smartphones and connected devices

Torous, J. B., Onnela, J., & Keshavan, M. S. (2017) · Translational Psychiatry · doi:10.1038/tp.2017.25 · Cited by 349 · see citing works

Improving the Short-Term Prediction of Suicidal Behavior

Glenn, C. R., & Nock, M. K. (2014) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2014.06.004 · Cited by 328 · see citing works

Toward a Biosignature for Suicide

Oquendo, M. A., Sullivan, G. M., Sudol, K., Baca-Garcia, E., Stanley, B. H., Sublette, M. E., & Mann, J. J. (2014) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2014.14020194 · Cited by 299 · see citing works

The molecular bases of the suicidal brain

Turecki, G. (2014) · Nature Reviews Neuroscience · doi:10.1038/nrn3839 · Cited by 281 · see citing works

Clashing diagnostic approaches: DSM-ICD versus RDoC

Lilienfeld, S. O., & Treadway, M. T. (2016) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-021815-093122 · Cited by 275 · see citing works

Reconciling evidence-based medicine and precision medicine in the era of big data: challenges and opportunities

Beckmann, J. S., & Lew, D. (2016) · Genome Medicine · doi:10.1186/s13073-016-0388-7 · Cited by 261 · see citing works

Utilizing a Personal Smartphone Custom App to Assess the Patient Health Questionnaire-9 (PHQ-9) Depressive Symptoms in Patients With Major Depressive Disorder

Torous, J., Staples, P., Shanahan, M., Lin, C., Peck, P., Keshavan, M., & Onnela, J.-P. (2015) · JMIR Mental Health · doi:10.2196/mental.3889 · Cited by 258 · see citing works

On data processing required to derive mobility patterns from passively-generated mobile phone data

Wang, F., & Chen, C. (2017) · Transportation Research Part C Emerging Technologies · doi:10.1016/j.trc.2017.12.003 · Cited by 250 · see citing works

Real-time assessment of suicidal thoughts and behaviors

Kleiman, E. M., & Nock, M. K. (2018) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2017.07.026 · Cited by 239 · see citing works

Personalized medicine in psychiatry: problems and promises

Ozomaro, U., Wahlestedt, C., & Nemeroff, C. B. (2013) · BMC Medicine · doi:10.1186/1741-7015-11-132 · Cited by 237 · see citing works

Risk factors for suicide within a year of discharge from psychiatric hospital: a systematic meta-analysis

Large, M., Sharma, S., Cannon, E., Ryan, C., & Nielssen, O. (2011) · Australian & New Zealand Journal of Psychiatry · doi:10.3109/00048674.2011.590465 · Cited by 234 · see citing works

The experience sampling method as an mHealth tool to support self-monitoring, self-insight, and personalized health care in clinical practice: van Os et al.

van Os, J., Verhagen, S., Marsman, A., Peeters, F., Bak, M., Marcelis, M., Drukker, M., Reininghaus, U., Jacobs, N., Lataster, T., et al. (2017) · Depression and Anxiety · doi:10.1002/da.22647 · Cited by 230 · see citing works

Systematic review and meta‐analysis of the clinical factors associated with the suicide of psychiatric in‐patients

Large, M. M. B., Smith, G., Sharma, S., Nielssen, O. B., & Singh, S. P. (2011) · Acta Psychiatrica Scandinavica · doi:10.1111/j.1600-0447.2010.01672.x · Cited by 223 · see citing works

Digital phenotyping of suicidal thoughts

Kleiman, E. M., Turner, B. J., Fedor, S., Beale, E. E., Picard, R. W., Huffman, J. C., & Nock, M. K. (2018) · Depression and Anxiety · doi:10.1002/da.22730 · Cited by 210 · see citing works

Untitled work

Hallensleben (2019) · doi:10.1016/j.eurpsy.2018.11.003 · Cited by 210 · see citing works

Smartphones, Sensors, and Machine Learning to Advance Real-Time Prediction and Interventions for Suicide Prevention: a Review of Current Progress and Next Steps

Torous, J., Larsen, M. E., Depp, C., Cosco, T. D., Barnett, I., Nock, M. K., & Firth, J. (2018) · Current Psychiatry Reports · doi:10.1007/s11920-018-0914-y · Cited by 207 · see citing works

Emotional support and suicide prevention through the Internet: A field project report

Barak, A. (2005) · Computers in Human Behavior · doi:10.1016/j.chb.2005.08.001 · Cited by 200 · see citing works

Detecting Bipolar Depression From Geographic Location Data

Palmius, N., Tsanas, A., Saunders, K. E. A., Bilderbeck, A. C., Geddes, J. R., Goodwin, G. M., & De Vos, M. (2017) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2016.2611862 · Cited by 180 · see citing works

Neuropathology of suicide: Recent findings and future directions

Lutz, P.-E., Mechawar, N., & Turecki, G. (2017) · Molecular Psychiatry · doi:10.1038/mp.2017.141 · Cited by 158 · see citing works

Signaling does not adequately improve diary compliance

Broderick, J. E., Schwartz, J. E., Shiffman, S. S., Hufford, M. R., & Stone, A. A. (2003) · Annals of Behavioral Medicine · doi:10.1207/s15324796abm2602_06 · Cited by 151 · see citing works

Issues for DSM-V: Suicidal Behavior as a Separate Diagnosis on a Separate Axis

Oquendo, M. A., Baca‐García, E., Mann, J. J., & Giner, J. (2008) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2008.08020281 · Cited by 150 · see citing works

Looking to the Future: A Synthesis of New Developments and Challenges in Suicide Research and Prevention

O’Connor, R. C., & Portzky, G. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.02139 · Cited by 146 · see citing works

A review of physiological and behavioral monitoring with digital sensors for neuropsychiatric illnesses

Reinertsen, E., & Clifford, G. D. (2018) · Physiological Measurement · doi:10.1088/1361-6579/aabf64 · Cited by 136 · see citing works

Suicidal behavior disorder as a diagnostic entity in the DSM-5 classification system: advantages outweigh limitations

Oquendo, M. A., & Baca‐García, E. (2014) · World Psychiatry · doi:10.1002/wps.20116 · Cited by 125 · see citing works

Investigating the Dynamics of Suicidal Ideation: Preliminary Findings From a Study Using Ecological Momentary Assessments in Psychiatric Inpatients

Hallensleben, N., Spangenberg, L., Forkmann, T., Rath, D., Hegerl, U., Kersting, A., Kallert, T. W., & Glaesmer, H. (2018) · Crisis · doi:10.1027/0227-5910/a000464 · Cited by 125 · see citing works

Feasibility and validity of ecological momentary assessment in the investigation of suicide risk

Husky, M., Olié, E., Guillaume, S., Genty, C., Swendsen, J., & Courtet, P. (2014) · Psychiatry Research · doi:10.1016/j.psychres.2014.08.019 · Cited by 124 · see citing works

Toward fine-grained phenotyping of suicidal behavior: the role of suicidal subtypes

Bernanke, J. A., Stanley, B. H., & Oquendo, M. A. (2017) · Molecular Psychiatry · doi:10.1038/mp.2017.123 · Cited by 122 · see citing works

A review of factors associated with greater likelihood of suicide attempts and suicide deaths in bipolar disorder: Part II of a report of the International Society for Bipolar Disorders Task Force on Suicide in Bipolar Disorder

Schaffer, A., Isometsä, E. T., Azorin, J.-M., Cassidy, F., Goldstein, T., Rihmer, Z., Sinyor, M., Tondo, L., Moreno, D. H., Turecki, G., et al. (2015) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/0004867415594428 · Cited by 120 · see citing works

The futility of risk prediction in psychiatry

Mulder, R., Newton‐Howes, G., & Coid, J. W. (2016) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.116.184960 · Cited by 117 · see citing works

Ecological assessment of daily suicidal thoughts and attempts among suicidal teens after psychiatric hospitalization: lessons about feasibility and acceptability

Czyz, E. K., King, C. A., & Nahum-Shani, I. (2018) · Psychiatry Research · doi:10.1016/j.psychres.2018.06.031 · Cited by 112 · see citing works

Ecological momentary assessment is a neglected methodology in suicidology

Davidson, C. L., Anestis, M. D., & Gutierrez, P. M. (2017) · Archives of Suicide Research · doi:10.1080/13811118.2015.1004482 · Cited by 108 · see citing works

Predictors of daily life suicidal ideation in adults recently discharged after a serious suicide attempt: a pilot study

Husky, M., Swendsen, J., Ionita, A., Jaussent, I., Genty, C., & Courtet, P. (2017) · Psychiatry Research · doi:10.1016/j.psychres.2017.06.035 · Cited by 95 · see citing works

Precision medicine for suicidality: from universality to subtypes and personalization

Niculescu, A. B., Le-Niculescu, H., Levey, D. F., Phalen, P. L., Dainton‐Howard, H., Roseberry, K., Niculescu, E. M., Niezer, J., Williams, A., Graham, D. L., et al. (2017) · Molecular Psychiatry · doi:10.1038/mp.2017.128 · Cited by 93 · see citing works

Are suicidal thoughts reinforcing? A preliminary real-time monitoring study on the potential affect regulation function of suicidal thinking

Kleiman, E. M., Coppersmith, D. D. L., Millner, A. J., Franz, P. J., Fox, K. R., & Nock, M. K. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.02.033 · Cited by 88 · see citing works

Does assessing suicidality frequently and repeatedly cause harm? a randomized control study

Law, M. K., Furr, R. M., Arnold, E. M., Mneimne, M., Jaquett, C., & Fleeson, W. (2015) · Psychological Assessment · doi:10.1037/pas0000118 · Cited by 82 · see citing works

Purple: A Modular System for Developing and Deploying Behavioral Intervention Technologies

Schueller, S. M., Begale, M. J., Penedo, F. J., & Mohr, D. C. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3376 · Cited by 74 · see citing works

User profiles of an electronic mental health tool for ecological momentary assessment: MEmind

Barrigón, M. L., Berrouiguet, S., Carballo, J. J., Bonal-Giménez, C., Fernández‐Navarro, P., Pfang, B., Delgado‐Gómez, D., Courtet, P., Aroca, F., López‐Castromán, J., et al. (2017) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.1554 · Cited by 68 · see citing works

Digital footprints: facilitating large-scale environmental psychiatric research in naturalistic settings through data from everyday technologies

Bidargaddi, N., Musiat, P., Makinen, V.-P., Ermes, M., Schrader, G., & Licinio, J. (2017) · Molecular Psychiatry · doi:10.1038/mp.2016.224 · Cited by 60 · see citing works

Protecting Life While Preserving Liberty: Ethical Recommendations for Suicide Prevention With Artificial Intelligence

McKernan, L. C., Clayton, E. W., & Walsh, C. G. (2018) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2018.00650 · Cited by 52 · see citing works

Beyond smartphones and sensors: choosing appropriate statistical methods for the analysis of longitudinal data

Barnett, I., Torous, J. B., Staples, P. C., Keshavan, M. S., & Onnela, J.-P. “. (2018) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocy121 · Cited by 47 · see citing works

Combining Continuous Smartphone Native Sensors Data Capture and Unsupervised Data Mining Techniques for Behavioral Changes Detection: A Case Series of the Evidence-Based Behavior (eB2) Study

Berrouiguet, S., Ramírez, D., Barrigón, M. L., Moreno-Muñoz, P., Camacho, R. C., Baca‐García, E., & Artés-Rodrı́guez, A. (2018) · JMIR mhealth and uhealth · doi:10.2196/mhealth.9472 · Cited by 46 · see citing works

Use of Multimodal Technology to Identify Digital Correlates of Violence Among Inpatients With Serious Mental Illness: A Pilot Study

Ben‐Zeev, D., Scherer, E. A., Brian, R., Mistler, L. A., Campbell, A. T., & Wang, R. (2017) · Psychiatric Services · doi:10.1176/appi.ps.201700077 · Cited by 36 · see citing works

Mental disorders of known aetiology and precision medicine in psychiatry: a promising but neglected alliance

Fraguas, D., Díaz‐Caneja, C. M., State, M. W., O’Donovan, M. C., Gur, R. E., & Arango, C. (2016) · Psychological Medicine · doi:10.1017/s0033291716001355 · Cited by 29 · see citing works

Affective Instability Prior to and after Thoughts about Self-Injury in Individuals With and At-Risk of Psychosis: A Mobile Phone Based Study

Palmier-Claus, J., Ainsworth, J. D., Machin, M., Dunn, G., Barkus, E., Barrowclough, C., Rogers, A., & Lewis, S. (2013) · Archives of Suicide Research · doi:10.1080/13811118.2013.805647 · Cited by 26 · see citing works

Deep sequential models for suicidal ideation from multiple source data

Peis, I., Olmos, P. M., Vera-Varela, C., Barrigon, M. L., Courtet, P., Baca-Garcia, E., & Artes-Rodriguez, A. (2019) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2019.2919270 · Cited by 22 · see citing works

Reflections on Expert Recommendations for U.S. Research Priorities in Suicide Prevention

Silverman, M. M., Pirkis, J., Pearson, J. L., & Sherrill, J. T. (2014) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2014.05.025 · Cited by 12 · see citing works

Don't Miss the Moment: A Systematic Review of Ecological Momentary Assessment in Suicide Research

Kivelä, L., van der Does, W. A. J., Riese, H., & Antypa, N. (2022) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.876595 · Cited by 163 · see citing works

Let’s Move Towards Precision Suicidology

Courtet, P., & Saiz, P. A. (2025) · Current Psychiatry Reports · doi:10.1007/s11920-025-01605-9 · Cited by 7 · see citing works

Suicidology : essays in honor of Edwin S. Shneidman

Shneidman, E. S., Leenaars, A. A., & Berman, A. L. (1993) · Medical Entomology and Zoology · Cited by 42 · see citing works

Somatechnics, Styles of Reasoning, and the Making of the Subject of Suicidology

Tack, S. (2022) · Somatechnics · doi:10.3366/soma.2022.0375 · Cited by 4 · see citing works

The Anatomy of Suicidology: A Psychological Science Perspective on the Status of Suicide Research

Rogers, J. R. (2003) · Suicide and Life-Threatening Behavior · doi:10.1521/suli.33.1.9.22783 · Cited by 33 · see citing works

Childhood injury prevention in Israel

Hemmo-Lotem, M., Jinich-Aronowitz, C., Silbinger, O., et al. (2000) · Injury Control and Safety Promotion

Causes and consequences of moped injuries in children and adolescents

Mayr, J. M., Schwantzer, G., Swatek, P., et al. (2005) · International Journal of Injury Control and Safety Promotion · doi:10.1080/17457300512331339193