A Digital Platform Designed for Youth Mental Health Services to Deliver Personalized and Measurement-Based Care

Lifetime Prevalence and Age-of-Onset Distributions of DSM-IV Disorders in the National Comorbidity Survey Replication

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The Lancet Commission on global mental health and sustainable development

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Association Between Duration of Untreated Psychosis and Outcome in Cohorts of First-Episode Patients

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The Rise of Consumer Health Wearables: Promises and Barriers

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Epidemiology of mental disorders in children and adolescents

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Recovery from psychotic illness: A 15- and 25-year international follow-up study

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Why has it taken so long for biological psychiatry to develop clinical tests and what to do about it?

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Patient preferences for shared decisions: A systematic review

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2007 National Survey of Mental Health and Wellbeing: Methods and Key Findings

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Comparison of Early Intervention Services vs Treatment as Usual for Early-Phase Psychosis: A Systematic Review, Meta-analysis, and Meta-regression

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Adult mental health disorders and their age at onset

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Enhancing treatment outcome of patients at risk of treatment failure: Meta-analytic and mega-analytic review of a psychotherapy quality assurance system.

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The NIMH research domain criteria initiative: Background, issues, and pragmatics

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Youth-friendly primary-care services: how are we doing and what more needs to be done?

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Is it time for clinicians to routinely track patient outcome? A meta-analysis

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The new field of ‘precision psychiatry’

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Interventions for Adolescent Mental Health: An Overview of Systematic Reviews

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Implementing routine outcome monitoring in clinical practice: Benefits, challenges, and solutions

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Beyond the “at risk mental state” concept: transitioning to transdiagnostic psychiatry

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Using Measurement-Based Care to Enhance Any Treatment

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Translating Scientific Opportunity Into Public Health Impact: A Strategic Plan for Research on Mental Illness

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DSM-5 and RDoC: progress in psychiatry research?

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Effects of routine feedback to clinicians on mental health outcomes of youths: Results of a randomized trial

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Vaccination of Metastatic Melanoma Patients With Autologous Tumor-Derived Heat Shock Protein gp96-Peptide Complexes: Clinical and Immunologic Findings

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Mental health: there’s an app for that

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Cumulative prevalence of psychiatric disorders by young adulthood: A prospective cohort analysis from the Great Smoky Mountains Study

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Enhancing outcome for potential treatment failures: Therapist–client feedback and clinical support tools

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Duration of untreated illness and outcomes in unipolar depression: A systematic review and meta-analysis

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Applying clinical staging to young people who present for mental health care

Hickie, I. B., Scott, E. M., Hermens, D. F., Naismith, S. L., Guastella, A. J., Kaur, M., Sidis, A., Whitwell, B., Glozier, N., Davenport, T., et al. (2013) · Early Intervention in Psychiatry · doi:10.1111/j.1751-7893.2012.00366.x · Cited by 229 · see citing works

The evidence‐based group‐level symptom‐reduction model as the organizing principle for mental health care: time for change?

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The relationship between duration of untreated psychosis and outcome: An eight-year prospective study

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World Health Assembly adopts Comprehensive Mental Health Action Plan 2013–2020

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Headspace - Australia's innovation in youth mental health: who are the clients and why are they presenting?

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Psychiatric Epidemiology: It’s Not Just About Counting Anymore

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The EPPIC Follow-Up Study of First-Episode Psychosis

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Feedback from Outcome Measures and Treatment Effectiveness, Treatment Efficiency, and Collaborative Practice: A Systematic Review

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Targeted primary care‐based mental health services for young Australians

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Transdiagnostic stepped care in mental health

Cross, S., & Hickie, I. (2017) · Public Health Research and Practice · doi:10.17061/phrp2721712 · Cited by 130 · see citing works

Prevalence of mental disorders in the Zurich Cohort Study: a twenty year prospective study.

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The Oxford Handbook of Clinical Psychology

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A cross-sectional exploration of the clinical characteristics of disengaged (NEET) young people in primary mental healthcare

O’Dea, B., Glozier, N., Purcell, R., McGorry, P. D., Scott, J. L., Feilds, K.-L., Hermens, D. F., Buchanan, J., Scott, E. M., Yung, A. R., et al. (2014) · BMJ Open · doi:10.1136/bmjopen-2014-006378 · Cited by 107 · see citing works

The application of a feedback-informed approach in psychological service with youth: Systematic review and meta-analysis

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The arrival of preemptive psychiatry

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Clinical classification in mental health at the cross-roads: which direction next?

Hickie, I. B., Scott, J. L., Hermens, D. F., Scott, E. M., Naismith, S. L., Guastella, A. J., Glozier, N., & McGorry, P. D. (2013) · BMC Medicine · doi:10.1186/1741-7015-11-125 · Cited by 88 · see citing works

The development of a transdiagnostic, cognitive behavioral group intervention for childhood anxiety disorders and co-occurring depression symptoms

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Developing a Mental Health eClinic to Improve Access to and Quality of Mental Health Care for Young People: Using Participatory Design as Research Methodologies

Ospina-Pinillos, L., Davenport, T., Ricci, C. S., Milton, A., Scott, E., & Hickie, I. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9716 · Cited by 81 · see citing works

Predictors of quality of life in a longitudinal study of users with severe mental disorders

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Implementing measurement-based care (iMBC) for depression in community mental health: a dynamic cluster randomized trial study protocol

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Introduction to person‐centred medicine: from concepts to practice

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Disability is already pronounced in young people with early stages of affective disorders: Data from an early intervention service

Hamilton, B. A., Naismith, S. L., Scott, E. M., Purcell, S., & Hickie, I. B. (2010) · Journal of Affective Disorders · doi:10.1016/j.jad.2010.10.052 · Cited by 66 · see citing works

Treatment patterns and short‐term outcomes in an early intervention youth mental health service

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Validation of the InnoWell Platform: Protocol for a Clinical Trial

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Delineating the trajectories of social and occupational functioning of young people attending early intervention mental health services in Australia: a longitudinal study

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Does personalized feedback improve the outcome of cognitive‐behavioural guided self‐care in bulimia nervosa? A preliminary randomized controlled trial

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Functional impairment in adolescents and young adults with emerging mood disorders

Scott, J. L., Scott, E. M., Hermens, D. F., Naismith, S. L., Guastella, A. J., White, D., Whitwell, B. G., Lagopoulos, J., & Hickie, I. B. (2014) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.113.134262 · Cited by 60 · see citing works

Estimating the burden of psychiatric disorders in adolescence: the impact of subthreshold disorders

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Prevalence and Correlates of Mental Health Problems and Treatment Among Adolescents Seen in Primary Care

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Does screening for and intervening with multiple health compromising behaviours and mental health disorders amongst young people attending primary care improve health outcomes? A systematic review

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Using New and Emerging Technologies to Identify and Respond to Suicidality Among Help-Seeking Young People: A Cross-Sectional Study

Iorfino, F., Davenport, T. A., Ospina‐Pinillos, L., Hermens, D. F., Cross, S. P. M., Burns, J. M., & Hickie, I. B. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7897 · Cited by 59 · see citing works

Integrated Local Networks as a Model for Organizing Mental Health Services

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Frequent alcohol, nicotine or cannabis use is common in young persons presenting for mental healthcare: a cross-sectional study

Hermens, D. F., Scott, E. M., White, D., Lynch, M., Lagopoulos, J., Whitwell, B. G., Naismith, S. L., & Hickie, I. B. (2013) · BMJ Open · doi:10.1136/bmjopen-2012-002229 · Cited by 53 · see citing works

Review: comprehensive treatments for youth comorbidity – evidence-guided approaches to a complicated problem

Bearman, S. K., & Weisz, J. R. (2015) · Child and Adolescent Mental Health · doi:10.1111/camh.12092 · Cited by 48 · see citing works

Using New and Innovative Technologies to Assess Clinical Stage in Early Intervention Youth Mental Health Services: Evaluation Study

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Youth mental health: we know where we are and we can now say where we need to go next

Hickie, I. B. (2011) · Early Intervention in Psychiatry · doi:10.1111/j.1751-7893.2010.00243.x · Cited by 38 · see citing works

Service responses for youth onset mental disorders

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Youth engagement with an emerging Irish mental health early intervention programme ( <i>Jigsaw</i> ): participant characteristics and implications for service delivery

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The role of comorbidities in duration of untreated illness for bipolar spectrum disorders

Murru, A., Primavera, D., Oliva, M., Meloni, M., Vieta, E., & Carpiniello, B. (2015) · Journal of Affective Disorders · doi:10.1016/j.jad.2015.09.009 · Cited by 32 · see citing works

The Epidemiology of Child and Adolescent Mental Disorders

Buka, S. L., Monuteaux, M. C., & Earlsi, F. (2002) · doi:10.1002/0471234311.ch23 · Cited by 29 · see citing works

Variability in Clinical Outcomes for Youths Treated for Subthreshold Severe Mental Disorders at an Early Intervention Service

Cross, S. P. M., Scott, J. L., Hermens, D. F., & Hickie, I. B. (2018) · Psychiatric Services · doi:10.1176/appi.ps.201700046 · Cited by 26 · see citing works

Adequacy of Help Received Among Individuals With Severe Mental Disorders

Fleury, M., Grenier, G., Bamvita, J., Piat, M., & Tremblay, J. (2013) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-013-0466-8 · Cited by 21 · see citing works

Adequacy of Help Received by Individuals with Severe Mental Disorders After a Major Healthcare Reform in Quebec: Predictors and Changes at 5-Year Follow-Up

Fleury, M., Bamvita, J., Grenier, G., Schmitz, N., Piat, M., & Tremblay, J. (2015) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-015-0695-0 · Cited by 15 · see citing works

Correction of: Using New and Emerging Technologies to Identify and Respond to Suicidality Among Help-Seeking Young People: A Cross-Sectional Study

Iorfino, F., Davenport, T. A., Ospina‐Pinillos, L., Hermens, D. F., Cross, S. P. M., Burns, J. M., & Hickie, I. B. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.8804 · Cited by 4 · see citing works

Designing and scaling up integrated youth mental health care

McGorry, P. D., Mei, C., Chanen, A., Hodges, C., Alvarez‐Jimenez, M., & Killackey, E. (2022) · World Psychiatry · doi:10.1002/wps.20938 · Cited by 546 · see citing works

Right care, first time: a highly personalised and measurement‐based care model to manage youth mental health

Hickie, I. B., Scott, E. M., Cross, S. P., Iorfino, F., Davenport, T. A., Guastella, A. J., Naismith, S. L., Carpenter, J. S., Rohleder, C., Crouse, J. J., et al. (2019) · Medical Journal of Australia · doi:10.5694/mja2.50383 · Cited by 208 · see citing works

Digital Mental Health Challenges and the Horizon Ahead for Solutions

Balcombe, L., & Leo, D. D. (2021) · JMIR Mental Health · doi:10.2196/26811 · Cited by 197 · see citing works

Evaluation of the Use of Digital Mental Health Platforms and Interventions: Scoping Review

Balcombe, L., & Leo, D. D. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20010362 · Cited by 83 · see citing works

Project Synergy: co‐designing technology‐enabled solutions for Australian mental health services reform

Hickie, I., Davenport, T., Burns, J., Milton, A., Ospina-Pinillos, L., Whittle, L., Ricci, C. S., McLoughlin, L., Mendoza, J., Cross, S., et al. (2019) · Medical Journal of Australia · doi:10.5694/mja2.50349 · Cited by 59 · see citing works

Technology-Based Interventions to Improve Help-Seeking for Mental Health Concerns: A Systematic Review

Johnson, J. A., Sanghvi, P., & Mehrotra, S. (2022) · Indian Journal of Psychological Medicine · doi:10.1177/02537176211034578 · Cited by 60 · see citing works

Meeting Users Where They Are: User-centered Design of an Automated Text Messaging Tool to Support the Mental Health of Young Adults

Kornfield, R., Meyerhoff, J., Studd, H., Bhattacharjee, A., Williams, J. J., Reddy, M. C., & Mohr, D. C. (2022) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3491102.3502046 · Cited by 55 · see citing works

An IoT-Based Framework for Personalized Health Assessment and Recommendations Using Machine Learning

Jagatheesaperumal, S. K., Rajkumar, S., Suresh, J. V., Gumaei, A., Alhakbani, N., Uddin, M. Z., & Hassan, M. M. (2023) · Mathematics · doi:10.3390/math11122758 · Cited by 44 · see citing works

Using New and Innovative Technologies to Assess Clinical Stage in Early Intervention Youth Mental Health Services: Evaluation Study

Ospina‐Pinillos, L., Davenport, T. A., Iorfino, F., Tickell, A. M., Cross, S. P. M., Scott, E. M., & Hickie, I. B. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9966 · Cited by 43 · see citing works

Predicting self-harm within six months after initial presentation to youth mental health services: A machine learning study

Iorfino, F., Ho, N., Carpenter, J. S., Cross, S. P. M., Davenport, T. A., Hermens, D. F., Yee, H. F., Nichles, A., Zmicerevska, N., Guastella, A. J., et al. (2020) · PLoS ONE · doi:10.1371/journal.pone.0243467 · Cited by 42 · see citing works

Adaptive Elements in Internet-Delivered Psychological Treatment Systems: Systematic Review

Mukhiya, S. K., Wake, J. D., İnal, Y., Pun, K. I., & Lamo, Y. (2020) · Journal of Medical Internet Research · doi:10.2196/21066 · Cited by 32 · see citing works

Privacy Practices of Health Information Technologies: Privacy Policy Risk Assessment Study and Proposed Guidelines

LaMonica, H. M., Roberts, A., Lee, G. Y., Davenport, T. A., & Hickie, I. B. (2021) · Journal of Medical Internet Research · doi:10.2196/26317 · Cited by 34 · see citing works

Connected Mental Health: Systematic Mapping Study

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A Novel and Integrated Digitally Supported System of Care for Depression and Anxiety: Findings From an Open Trial

Wolitzky-Taylor, K. B., LeBeau, R. T., Arnaudova, I., Barnes‐Horowitz, N. M., Gong-Guy, E., Fears, S. C., Congdon, E. L., Freimer, N. B., & Craske, M. G. (2023) · JMIR Mental Health · doi:10.2196/46200 · Cited by 32 · see citing works

A Scoping Review of Measures Used in Early Intervention Services for Psychosis

Ferrari, M., Pawliuk, N., Pope, M. A., MacDonald, K., Boruff, J. T., Shah, J. L., MALLA, A. K., & Iyer, S. N. (2022) · Psychiatric Services · doi:10.1176/appi.ps.202100506 · Cited by 31 · see citing works

Using Digital Technologies to Facilitate Care Coordination Between Youth Mental Health Services: A Guide for Implementation

Iorfino, F., Piper, S. E., Prodan, A., LaMonica, H. M., Davenport, T. A., Lee, G. Y., Capon, W., Scott, E. M., Occhipinti, J., & Hickie, I. B. (2021) · Frontiers in Health Services · doi:10.3389/frhs.2021.745456 · Cited by 29 · see citing works

Towards the Achievement of Frugal Innovation: Exploring Major Antecedents among SMEs

Nassani, A. A., Sinisi, C. I., MIHAI, D. M., Pãunescu, L. M., Yousaf, Z., & Haffar, M. (2022) · Sustainability · doi:10.3390/su14074120 · Cited by 26 · see citing works

Characterising variability in youth mental health service populations: A detailed and scalable approach using digital technology

Capon, W., Hickie, I. B., McKenna, S., Varidel, M., Richards, M., LaMonica, H. M., Rock, D. J., Scott, E. M., & Iorfino, F. (2023) · Australasian Psychiatry · doi:10.1177/10398562231167681 · Cited by 25 · see citing works

eHealth Tools That Assess and Track Health and Well-being in Children and Young People: Systematic Review

Stewart, E. M., Milton, A. C., Yee, H. F., Song, M. J., Roberts, A., Davenport, T. A., & Hickie, I. B. (2021) · Journal of Medical Internet Research · doi:10.2196/26015 · Cited by 25 · see citing works

Co‐designing the InnoWell Platform to deliver the right mental health care first time to regional youth

Rowe, S. C., Davenport, T. A., Easton, M. A., Jackson, T. A., Melsness, J., Ottavio, A., Sinclair, J., & Hickie, I. B. (2020) · Australian Journal of Rural Health · doi:10.1111/ajr.12617 · Cited by 23 · see citing works

Optimising the integration of technology-enabled solutions to enhance primary mental health care: a service mapping study

LaMonica, H. M., Davenport, T. A., Ottavio, A., Rowe, S. C., Cross, S. P. M., Iorfino, F., Jackson, T. A., Easton, M. A., Melsness, J., & Hickie, I. B. (2021) · BMC Health Services Research · doi:10.1186/s12913-021-06069-0 · Cited by 21 · see citing works

Personalization in Digital Psychological Interventions for Young Adults

Jahedi, F., Henman, P. W. F., & Ryan, J. C. (2022) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2022.2158261 · Cited by 23 · see citing works

A collaborative realist review of remote measurement technologies for depression in young people

Walsh, A. E. L., Naughton, G., Sharpe, T., Zajkowska, Z., Malys, M. K., van Heerden, A. C., & Mondelli, V. (2024) · Nature Human Behaviour · doi:10.1038/s41562-023-01793-5 · Cited by 26 · see citing works

Personalisation and Recommendation for Mental Health Apps: A Scoping Review

Matthews, P., & Rhodes-Maquaire, C. (2024) · Behaviour and Information Technology · doi:10.1080/0144929x.2024.2356630 · Cited by 20 · see citing works

Global Disparities in Mental Health Systems: A Comparative Cross-sectional Study of Ten Countries with Different Income Levels

Patel, N. M., Savaliya, G. V., Mehta, P. J., & Kataria, L. (2025) · Indian Journal of Psychological Medicine · doi:10.1177/02537176251379999 · Cited by 18 · see citing works

Youth Mental Health Screening and Linkage to Care

Karcher, N. R., Hicks, R. R., Schiffman, J. E., Asarnow, J. R., Calkins, M. E., Dauberman, J. L., Garrett, C., Koli, R. L., Larrauri, C. A., Loewy, R. L., et al. (2023) · Psychiatric Services · doi:10.1176/appi.ps.202200008 · Cited by 17 · see citing works

Digital Application of Clinical Staging to Support Stratification in Youth Mental Health Services: Validity and Reliability Study

Chong, M., Hickie, I., Cross, S., McKenna, S., Varidel, M., Capon, W., Davenport, T., LaMonica, H., Sawrikar, V., Guastella, A., et al. (2022) · JMIR Formative Research · doi:10.2196/45161 · Cited by 18 · see citing works

A multidimensional approach for differentiating the clinical needs of young people presenting for primary mental health care

Capon, W., Hickie, I. B., Fetanat, M., Varidel, M., LaMonica, H. M., Prodan, A., Piper, S., Davenport, T. A., Mughal, S., Shah, J. L., et al. (2023) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2023.152404 · Cited by 15 · see citing works

Building Mutually Beneficial Collaborations Between Digital Navigators, Mental Health Professionals, and Clients: Naturalistic Observational Case Study

Gorban, C., McKenna, S., Chong, M. K., Capon, W., Battisti, R. A., Crowley, A., Whitwell, B. G., Ottavio, A., Scott, E. M., Hickie, I. B., et al. (2024) · JMIR Mental Health · doi:10.2196/58068 · Cited by 16 · see citing works

Defining and operationalizing personalized psychological treatment – a systematic literature review

Harnas, S. J., Knoop, H., Sprangers, M., & Braamse, A. (2024) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2024.2333345 · Cited by 17 · see citing works

Digital Mental Health Amid COVID-19

Balcombe, L., & Leo, D. D. (2021) · Encyclopedia · doi:10.3390/encyclopedia1040080 · Cited by 19 · see citing works

The Polarization of Clinician and Service Staff Perspectives After the Use of Health Information Technology in Youth Mental Health Services: Implementation and Evaluation Study

McKenna, S., Piper, S., Capon, W., Crowley, A., Lira, L., LaMonica, H. M., Chong, M. K., Scott, E. M., Hickie, I. B., & Iorfino, F. (2023) · JMIR Human Factors · doi:10.2196/42993 · Cited by 13 · see citing works

Implementing a digital health model of care in Australian youth mental health services: protocol for impact evaluation

Piper, S., Davenport, T. A., LaMonica, H. M., Ottavio, A., Iorfino, F., Cheng, V. W. S., Cross, S. P. M., Lee, G. Y., Scott, E. M., & Hickie, I. B. (2021) · BMC Health Services Research · doi:10.1186/s12913-021-06394-4 · Cited by 15 · see citing works

Youth Mental Health Tracker: protocol to establish a longitudinal cohort and research database for young people attending Australian mental health services

Rohleder, C., Song, Y. J. C., Crouse, J. J., Davenport, T. A., Iorfino, F., Hamilton, B. A., Zmicerevska, N., Nichles, A., Carpenter, J. S., Tickell, A. M., et al. (2020) · BMJ Open · doi:10.1136/bmjopen-2019-035379 · Cited by 14 · see citing works

Implementation of an Electronic Mental Health Platform for Youth and Young Adults in a School Context Across Alberta, Canada: Thematic Analysis of the Perspectives of Stakeholders

Dimitropoulos, G., Bassi, E. M., Bright, K. S., Gondziola, J., Bradley, J., Fersovitch, M., Stamp, L., LaMonica, H. M., Iorfino, F., Gaskell, T., et al. (2023) · JMIR Mental Health · doi:10.2196/49099 · Cited by 13 · see citing works

Prevalence and correlates of depression, anxiety, and stress among adolescents in urban and rural areas of Mysuru, South India

Prakash, G. H., Kumar, D. S., Arun, V., Hegde, S., Yadav, D., & Gopi, A. (2024) · Journal of Family Medicine and Primary Care · doi:10.4103/jfmpc.jfmpc_1600_23 · Cited by 13 · see citing works

Examining the prevalence of disordered eating in a cohort of young Australians presenting for mental health care at a headspace centre: results from a cross-sectional clinical survey study

Burton, A. L., Hamilton, B. A., Iorfino, F., LaMonica, H. M., Scott, E. M., & Hickie, I. B. (2022) · BMJ Open · doi:10.1136/bmjopen-2022-061734 · Cited by 13 · see citing works

Evaluation of the Usability and Acceptability of the InnoWell Platform as Rated by Older Adults: Survey Study

LaMonica, H. M., Roberts, A., Davenport, T. A., & Hickie, I. B. (2021) · JMIR Aging · doi:10.2196/25928 · Cited by 12 · see citing works

Clinical decision support systems in addiction and concurrent disorders: A systematic review and meta‐analysis

Tai, A. M. Y., Kim, J. J., Schmeckenbecher, J., Kitchin, V., Wang, J., Kazemi, A., Masoudi, R., Fadakar, H., Iorfino, F., & Krausz, R. M. (2024) · Journal of Evaluation in Clinical Practice · doi:10.1111/jep.14069 · Cited by 15 · see citing works

Putting measurement-based care into action: a multi-method study of the benefits of integrating routine client feedback in coordinated specialty care programs for early psychosis

Meyer-Kalos, P., Owens, G. E., Fisher, M., Wininger, L., Williams-Wengerd, A., Breen, K., Abate, J. P., Currie, A., Olinger, N., & Vinogradov, S. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-06258-1 · Cited by 11 · see citing works

Exploring Youth Perspectives on Digital Mental Health Platforms: Qualitative Descriptive Study

Daniel, S., Volcko, L., Bassi, E. M., Hews‐Girard, J., Bright, K. S., Barker, M., Norman, L., Pintson, K., Henry, G., Soufi, S., et al. (2025) · JMIR Human Factors · doi:10.2196/69907 · Cited by 11 · see citing works

The role of digital tools in providing youth mental health: results from an international multi-center study

Orsolini, L., Appignanesi, C., Pompili, S., & Volpe, U. (2022) · International Review of Psychiatry · doi:10.1080/09540261.2022.2118521 · Cited by 12 · see citing works

Psychometric Properties of the Weekly Assessment of Child Behavior–Positive Form (WACB-P)

Timmer, S. G., Usacheva, M., Maise, A. A., Hutchison, S. L., Armendariz, L. A. F., & Herschell, A. D. (2021) · Journal of Emotional and Behavioral Disorders · doi:10.1177/10634266211000618 · Cited by 9 · see citing works

Innovative preclinic triage system to guide Australians to the right mental health care first time

Davenport, T. A., LaMonica, H. M., Rowe, S. C., Sturgess, J., Scott, E. M., Lee, G. Y., Cheng, V. W. S., & Hickie, I. B. (2021) · Australian Health Review · doi:10.1071/ah20233 · Cited by 9 · see citing works

Monitoring Australian parents’ shifting receptiveness to digital mental health interventions during the COVID-19 pandemic

Linardon, J., Westrupp, E. M., Macdonald, J. A., Mikocka‐Walus, A. A., Stokes, M. A., Greenwood, C. J., Youssef, G. J., Teague, S. J., Hutchinson, D. M., Sciberras, E., et al. (2021) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/00048674211065985 · Cited by 9 · see citing works

EMPOWERED trial: protocol for a randomised control trial of digitally supported, highly personalised and measurement-based care to improve functional outcomes in young people with mood disorders

Hickie, I. B., Iorfino, F., Rohleder, C., Song, Y. J. C., Nichles, A., Zmicerevska, N., Capon, W., Guastella, A. J., Leweke, F. M., Scott, J. L., et al. (2023) · BMJ Open · doi:10.1136/bmjopen-2023-072082 · Cited by 9 · see citing works

Quantifying the interrelationships between physical, social, and cognitive-emotional components of mental fitness using digital technology

Iorfino, F., Varidel, M., Capon, W., Richards, M., Crouse, J. J., LaMonica, H. M., Park, S. H., Piper, S., Song, Y. J. C., Gorban, C., et al. (2024) · npj Mental Health Research · doi:10.1038/s44184-024-00078-7 · Cited by 9 · see citing works

A Digital Approach for Addressing Suicidal Ideation and Behaviors in Youth Mental Health Services: Observational Study

Chong, M. K., Hickie, I. B., Ottavio, A., Rogers, D., Dimitropoulos, G., LaMonica, H. M., Borgnolo, L. J., McKenna, S., Scott, E. M., & Iorfino, F. (2024) · Journal of Medical Internet Research · doi:10.2196/60879 · Cited by 8 · see citing works

Measurement-based care for suicidal youth: Outcomes and recommendations from the Services for Teens At Risk (STAR) Center

Victor, S. E., Salk, R. H., Porta, G., Hamilton, E., Bero, K., Poling, K., Brent, D. A., & Goldstein, T. R. (2023) · PLoS ONE · doi:10.1371/journal.pone.0284073 · Cited by 8 · see citing works

Dynamic learning of individual-level suicidal ideation trajectories to enhance mental health care

Varidel, M., Hickie, I. B., Prodan, A., Skinner, A., Marchant, R., Cripps, S., Oliveria, R., Chong, M. K., Scott, E. M., Scott, J. L., et al. (2024) · npj Mental Health Research · doi:10.1038/s44184-024-00071-0 · Cited by 8 · see citing works

Big data analytics and internet of things for personalised healthcare: opportunities and challenges

Venkatraman, S., Parvin, S., Mansoor, W., & Gawanmeh, A. (2023) · International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering · doi:10.11591/ijece.v13i4.pp4306-4316 · Cited by 8 · see citing works

Causal AI Recommendation System for Digital Mental Health: Bayesian Decision-Theoretic Analysis

Varidel, M., An, V., Hickie, I. B., Cripps, S., Marchant, R., Scott, J. L., Crouse, J. J., Poulsen, A., O’Dea, B., McKenna, S., et al. (2025) · Journal of Medical Internet Research · doi:10.2196/71305 · Cited by 7 · see citing works

Increasing Engagement in eHealth Interventions Using Personalization and Implementation Intentions

Burley, C., Anderson, D., Brownlee, A., Lafer, G., Luong, T., McGowan, M., Nguyen, J., Trotter, W., Wine, H., Baglione, A. N., et al. (2020) · Systems and Information Engineering Design Symposium · doi:10.1109/sieds49339.2020.9106640 · Cited by 7 · see citing works

A mixed methods analysis of youth mental health intervention feasibility and acceptability in a North American city: Perspectives from Seattle, Washington

Mensa‐Kwao, A., Cuc, I. S., Concepcion, T. L., Kemp, C. G., Hughsam, M., Sinha, M., & Collins, P. Y. (2024) · PLoS ONE · doi:10.1371/journal.pone.0288214 · Cited by 7 · see citing works

Youth Perspectives on ‘Highly Personalised and Measurement‐Based Care’: Qualitative Co‐Design of Education Materials

McKenna, S., Hutcheon, A., Gorban, C., Song, Y. J. C., Scott, E. M., & Hickie, I. B. (2024) · Health Expectations · doi:10.1111/hex.14137 · Cited by 7 · see citing works

Brain fingerprinting: A promising future application for predicting mental illness

Hermens, D. F., Russo, C., Shan, Z., & Lagopoulos, J. (2023) · Futures · doi:10.1016/j.futures.2023.103211 · Cited by 7 · see citing works

Digital Health Technology Implementation: Is It Effective in a Healthy Healthcare Perspective?

Stein, A. T., Ben, Â. J., Pachito, D. V., Cazella, S. C., van Dongen, J. M., & Bosmans, J. E. (2020) · Springer eBooks · doi:10.1007/978-3-030-59467-1_9 · Cited by 8 · see citing works

Digital Tools to Support Post‐Secondary Student Mental Health and Wellbeing

LaMonica, H. M., Hickie, I. B., Capon, W., Ahia, M., Ewing, L., Lee, W., Iorfino, F., Song, Y. J. C., McKenna, S., & Cleverley, K. (2025) · Early Intervention in Psychiatry · doi:10.1111/eip.70094 · Cited by 6 · see citing works

The “uberisation” of mental health care: a welcome global phenomenon?

Hickie, I. B. (2019) · The Medical Journal of Australia · doi:10.5694/mja2.50342 · Cited by 6 · see citing works

"Our Job is to be so Temporary": Designing Digital Tools that Meet the Needs of Care Managers and their Patients with Mental Health Concerns

Kornfield, R., Lattie, E. G., Nicholas, J., Knapp, A. A., Mohr, D. C., & Reddy, M. C. (2023) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3610093 · Cited by 6 · see citing works

Mental health provider and youth service users’ perspectives regarding implementation of a digital mental health platform for youth: A survey study

Hews‐Girard, J., Bright, K. S., Barker, M., Bassi, E. M., Iorfino, F., LaMonica, H. M., Moskovic, K., Fersovitch, M., Stamp, L., Gondziola, J., et al. (2024) · Digital Health · doi:10.1177/20552076241289179 · Cited by 5 · see citing works

The Needs of Most or Most in Need: How Integrated and Transdiagnostic Youth Services Assess and Address Mental Health Needs

Mughal, S., Alègre, M.-P., Sanchez-Allakhverdieva, A., Amoura, L., Liu, Y. S., Iyer, S. N., Capon, W., Iorfino, F., & Shah, J. L. (2025) · Psychiatric Services · doi:10.1176/appi.ps.20250050 · Cited by 5 · see citing works

Personalised care, youth mental health, and digital technology: A value sensitive design perspective and framework

Poulsen, A., Hickie, I. B., Chong, M. K., LaMonica, H. M., Turner, A., & Iorfino, F. (2025) · Ethics and Information Technology · doi:10.1007/s10676-025-09866-x · Cited by 5 · see citing works

Validating an adaptive digital assessment of youth mental health needs: a cross-sectional study

Capon, W., Hickie, I., Varidel, M., LaMonica, H., Borgnolo, L., Crouse, J., Scott, E., & Iorfino, F. (2026) · npj Digital Medicine · doi:10.1038/s41746-026-02374-2 · Cited by 4 · see citing works

Using a Rapid Learning Health System for Stratified Care in Emerging Adult Mental Health Services: Protocol for the Implementation of Patient-Reported Outcome Measures

Dimitropoulos, G., Lindenbach, D., Potestio, M. L., Mogan, T., Richardson, A., Anderson, A., Heintz, M., Moskovic, K., Gondziola, J., Bradley, J., et al. (2024) · JMIR Research Protocols · doi:10.2196/51667 · Cited by 5 · see citing works

Personalised Education: A study on the relationship between student assessment methods and student development

Shen, Y. (2024) · SHS Web of Conferences · doi:10.1051/shsconf/202419901002 · Cited by 5 · see citing works

What entrepreneurial decisions enable the breeding of digital platform unicorns?

Bez, S. M., Narbón‐Perpiñá, I., Pundzienė, A., & Sermontyte-Baniule, R. (2025) · Strategic Entrepreneurship Journal · doi:10.1002/sej.1543 · Cited by 4 · see citing works

Matching needs to services: Development of a service needs index for determining care pathways in youth mental health

Capon, W., Varidel, M., Hickie, I., Crouse, J., Rosenberg, S., Dimitroupoulos, G., LaMonica, H., Scott, E., & Iorfino, F. (2025) · Australian and New Zealand journal of psychiatry (Print) · doi:10.1177/00048674251336030 · Cited by 3 · see citing works

User Character Strengths and Engagement Prediction on a Digital Mental Health Platform for Young People: Longitudinal Observational Study

Smith, A., Mangelsdorf, S. N., Baker, S. T. E., Jafari, J., Álvarez‐Jiménez, M., Hitchcock, C., & Cross, S. P. M. (2025) · Journal of Medical Internet Research · doi:10.2196/73793 · Cited by 4 · see citing works

‘Multi-stressed’: A qualitative study exploring the impact of the social determinants of health on access to digital mental health for youth and young adults in Alberta

Norman, L., Bright, K. S., Bassi, E. M., Barker, M., Hews‐Girard, J., Pintson, K., Daniel, S., Volcko, L., Sidhu, S., Greer, K., et al. (2025) · Digital Health · doi:10.1177/20552076251361327 · Cited by 4 · see citing works

A prognostic model for predicting functional impairment in youth mental health services

Iorfino, F., Oliveira, R., Cripps, S., Marchant, R., Varidel, M., Capon, W., Crouse, J. J., Prodan, A., Scott, E. M., Scott, J. L., et al. (2024) · European Psychiatry · doi:10.1192/j.eurpsy.2024.1787 · Cited by 4 · see citing works

Rehabilitation care planning on a digital communication platform for patients with a work disability: protocol for the RehaPro-SERVE feasibility study

van der Wardt, V., Seipp, H., Becker, A., Maulbecker-Armstrong, C. C., Kraicker, R., Schneider, A. M., Heitz, A., & Seifart, U. (2021) · Pilot and Feasibility Studies · doi:10.1186/s40814-021-00957-2 · Cited by 4 · see citing works

Clinician Perspectives on Measurement-Based Care to Inform Pre-Implementation Training and Workflow Design on an Adolescent Psychiatric Inpatient Unit

Lanca, M., Zona, K., Aldis, R., Carson, N. J., Fulwiler, C., Wang, P. S., Engineer, N., Mulvaney‐Day, N., & Progovac, A. M. (2025) · Evidence-Based Practice in Child and Adolescent Mental Health · doi:10.1080/23794925.2025.2491064 · Cited by 3 · see citing works

Implementation of a digital measurement-based care approach in an early intervention service for psychosis: the PEPP-Montreal electronic data capture protocol and its alignment with learning health system principles

Zavaglia, E., Joober, R., Iyer, S. N., MacDonald, K., Lepage, M., Abadi, S., Shah, J. L., & Ferrari, M. (2025) · Schizophrenia Research · doi:10.1016/j.schres.2025.05.021 · Cited by 3 · see citing works

Supporting Clinicians to Use Technology to Deliver Highly Personalized and Measurement-Based Mental Health Care to Young People: Protocol for an Evaluation Study

Dohnt, H. C., Dowling, M. J., Davenport, T. A., Lee, G. Y., Cross, S. P. M., Scott, E. M., Song, Y. J. C., Hamilton, B. A., Hockey, S. J., Rohleder, C., et al. (2021) · JMIR Research Protocols · doi:10.2196/24697 · Cited by 3 · see citing works

Remote measurement technologies for depression in young people: A realist review with meaningful lived experience involvement and recommendations for future research and practicePreprint

Walsh, A. E. L., Naughton, G., Sharpe, T., Zajkowska, Z., Malys, M. K., van Heerden, A. C., & Mondelli, V. (2022) · medRxiv · doi:10.1101/2022.06.16.22276510 · Cited by 3 · see citing works

Understanding Engagement With Digital Mental Health Technology in Mental Health Services: Multicenter Observational Study

Borgnolo, L. J., McKenna, S., Hickie, I. B., Varidel, M., Turner, A., Gorban, C., LaMonica, H. M., Chong, M. K., Capon, W., Dimitropoulos, G., et al. (2025) · Journal of Medical Internet Research · doi:10.2196/67597 · Cited by 2 · see citing works

Pathways to suicidal ideation for young people engaged in mental health care

Varidel, M., Hickie, I. B., An, V., Cripps, S., Marchant, R., Robinson, J., Sala, L. L., Capon, W., Turner, A., Tashevski, A., et al. (2025) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2025.152611 · Cited by 2 · see citing works

What informs the choices young people living with chronic musculoskeletal pain make about their care? A qualitative analysis of focus groups with young people in Australia

Chua, J., Slater, H., Rowbotham, S. J., Klem, N.-R., Lord, S. M., O’Sullivan, P., Tory, B., Smith, A. J., Stinson, J., Hansen, P., et al. (2025) · Disability and Rehabilitation · doi:10.1080/09638288.2025.2585762 · Cited by 2 · see citing works

Designing and Evaluating Digital Mental Health Interventions: Scoping Review

Mbawa, S. Z., de Vries, R. A. J., Siebert, L. C., van Turnhout, K., & Brinkman, W. (2026) · JMIR Mental Health · doi:10.2196/77038 · Cited by 2 · see citing works

Design and Development of an NLP-Based Mental Health Pre-screening Tool for Undergraduate Students in Thailand: A Usability Study

Pangsrisomboon, P., Pyae, A., Thawitsri, N., & Liulak, S. (2022) · Communications in computer and information science · doi:10.1007/978-3-031-14832-3_4 · Cited by 2 · see citing works

Providing digital mental health support and guidance across Colombia: An observational study

LaMonica, H. M., Niño, P. N. B., Gómez–Restrepo, C., Uribe-Restrepo, J. M., Llamas, T. C., Escobar-Altare, A., Naranjo-Bedoya, I. A., Morales-Zuluaga, L. T., Pavlich‐Mariscal, J. A., Pomares, A., et al. (2025) · Digital Health · doi:10.1177/20552076251330766 · Cited by 4 · see citing works

Using the service needs index to quantify complexity and identify treatment needs across youth mental health service populations: an observational study

Capon, W., Hickie, I. B., Varidel, M., Crouse, J. J., Rosenberg, S. P., Dimitropoulos, G., LaMonica, H. M., Scott, E. M., & Iorfino, F. (2025) · International Journal of Mental Health Systems · doi:10.1186/s13033-025-00676-8 · Cited by 2 · see citing works

MODELING OF THE SANOGENETIC DEVELOPING ENVIRONMENT AND STARTING NON-DRUG HABILITATION OF PREMATURE INFANTS

Александровна, Б. М., Fisenko, А. P., Петровна, Б. Е., Smirnov, I. E., Александровна, Х. Н., & Illarionova, M. S. (2019) · Russian Pediatric Journal · doi:10.18821/1560-9561-2019-22-6-380-387 · Cited by 2 · see citing works

Des repères pour la conception des apps ?

Khazaal, Y., Potvin, S., Pennou, A., Djomo, W., Borgeat, F., & Lecomte, T. (2021) · Santé mentale au Québec · doi:10.7202/1081512ar · Cited by 2 · see citing works

Technology may be part of the problem, but they are certainly part of the solution for youth mental health: A review of our experiences using a Digital Navigator as part of young people's care team.Preprint

Gorban, C. (2024) · doi:10.33774/coe-2024-j2pxj · Cited by 2 · see citing works

Lessons learned from implementing a digital rehabilitation care planning platform to improve care access for patients with work disability: qualitative process evaluation of the RehaPro-SERVE study

Buch, K., Hamme, V., Becker, A., Seifart, U., Maulbecker-Armstrong, C. C., Moser, K., Seferi, P., Keller, A., & van der Wardt, V. (2024) · BMC Health Services Research · doi:10.1186/s12913-024-11778-3 · Cited by 1 · see citing works

Digital rehabilitation care planning for people with chronic diseases (RehaPro-SERVE): study protocol for a German multicentre randomised controlled trial

Buch, K., van der Wardt, V., Seifart, U., Haasenritter, J., Maulbecker-Armstrong, C. C., Seferi, P., & Becker, A. (2024) · Trials · doi:10.1186/s13063-024-08571-2 · Cited by 1 · see citing works

The necessity of digital measurement-based care for navigating complexity in youth mental health

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Improving Digital Measurement-Based Care Within Emerging Adult Mental Health Care Pathways: Protocol for a Co-Design Phase Embedded in a Multimethod Rapid Learning Health System Study

Henry, G., Habina, C., Stamp, L. D., Fersovitch, M., Moskovic, K., Norman, L., Pintson, K., Potestio, M. L., Hews‐Girard, J., LaMonica, H. M., et al. (2026) · JMIR Research Protocols · doi:10.2196/93038 · Cited by 1 · see citing works

Embedding Authentic and Effective Awareness About Mental Health in Pre-Service Teacher Training

Fovet, F. (2022) · Advances in higher education and professional development book series · doi:10.4018/978-1-7998-9278-6.ch009 · Cited by 1 · see citing works

A Survey Study of Strategies for Improving User Interface in Mental Health

Wibowo, B. S., Santosa, P. I., & Alfarozi, S. A. I. (2024) · International Conference on Information Technology and Computing (ICITCOM) · doi:10.1109/icitcom62788.2024.10762638 · Cited by 1 · see citing works

Towards improved specificity in mental health syndromes: projection-based clustering of depressive phenotypes

Tashevski, A., Varidel, M., Hickie, I. B., Scott, J. L., Crouse, J. J., Hunt, C. J., Abbott, M. J., & Iorfino, F. (2025) · Journal of Affective Disorders · doi:10.1016/j.jad.2025.119912 · Cited by 1 · see citing works

Real-Time WebRTC-Based Application for Psychological Support During COVID-19

Rashid, N. A. M. (2020) · International Journal of Advanced Trends in Computer Science and Engineering · doi:10.30534/ijatcse/2020/3191.42020 · Cited by 1 · see citing works

Protocol for a young adult mental health (Uspace) cohort: personalising multidimensional care in young people admitted to hospital

Tickell, A. M., Rohleder, C., Garland, A., Song, Y. J. C., Carpenter, J. S., Harel, K., Parker, L., Hickie, I. B., & Scott, E. M. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-038787 · Cited by 1 · see citing works

Validation of a digital algorithm for clinical staging to support stratification in youth mental health services: Proof-of-concept study (Preprint)Preprint

Chong, M. K., Hickie, I. B., Cross, S. P. M., McKenna, S., Varidel, M., Capon, W., Davenport, T. A., LaMonica, H. M., Sawrikar, V., Guastella, A. J., et al. (2022) · doi:10.2196/preprints.44738 · Cited by 1 · see citing works

The Enabling Role of IT Solutions in SMEs Frugal Innovation- Post Coronavirus Crisis in Bahrain - Case StudyPreprint

Zainal, M. M. (2024) · doi:10.31124/advance.24897924.v1 · Cited by 1 · see citing works

Évaluation et intervention en thérapie cognitivo-comportementale

Graziani, P., & Romo, L. (2023) · Elsevier eBooks · doi:10.1016/b978-2-294-77964-0.00006-4

The Enabling Role of IT Solutions in SMEs Frugal Innovation- Post Coronavirus Crisis in Bahrain - Case Study.pdfPreprint

Zainal, M. M. (2024) · doi:10.31124/advance.24897924

Smartphone Apps for Addictive Disorders

Khazaal, Y. (2023) · World Social Psychiatry · doi:10.4103/wsp.wsp_7_23

Right care, first time: a highly personalised and measurement‐based care model to manage youth mental health

Hickie, I. B., Scott, E. M., Cross, S. P., Iorfino, F., Davenport, T. A., Guastella, A. J., Naismith, S. L., Carpenter, J. S., Rohleder, C., Crouse, J. J., et al. (2019) · Medical Journal of Australia · doi:10.5694/mja2.50383 · Cited by 208 · see citing works

The necessity of digital measurement-based care for navigating complexity in youth mental health

Iorfino, F., & Hickie, I. B. (2026) · Nature Mental Health · doi:10.1038/s44220-026-00594-9 · Cited by 1 · see citing works

Towards Personalised Youth Mental Health Assessment: Leveraging Technology to Capture Multidimensional Needs and Complexity

Capon, W. G. R. (2026) · The Sydney eScholarship Repository (The University of Sydney)

Personalised Mental Health Care for Young People: Using Past Outcomes to Build Future Solutions

Iorfino, F. (2018) · The Sydney eScholarship Repository (The University of Sydney)

Designing and scaling up integrated youth mental health care

McGorry, P. D., Mei, C., Chanen, A., Hodges, C., Alvarez‐Jimenez, M., & Killackey, E. (2022) · World Psychiatry · doi:10.1002/wps.20938 · Cited by 546 · see citing works