The population cost-effectiveness of delivering universal and indicated school-based interventions to prevent the onset of major depression among youth in Australia
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Aims.: School-based psychological interventions encompass: universal interventions targeting youth in the general population; and indicated interventions targeting youth with subthreshold depression. This study aimed to: (1) examine the population cost-effectiveness of delivering universal and indicated prevention interventions to youth in the population aged 11–17 years via primary and secondary schools in Australia; and (2) compare the comparative cost-effectiveness of delivering these interventions using face-to-face and internet-based delivery mechanisms. Methods.: We reviewed literature on the prevention of depression to identify all interventions targeting youth that would be suitable for implementation in Australia and had evidence of efficacy to support analysis. From this, we found evidence of effectiveness for the following intervention types: universal prevention involving group-based psychological interventions delivered to all participating school students; and indicated prevention involving group-based psychological interventions delivered to students with subthreshold depression. We constructed a Markov model to assess the cost-effectiveness of delivering universal and indicated interventions in the population relative to a ‘no intervention’ comparator over a 10-year time horizon. A disease model was used to simulate epidemiological transitions between three health states (i.e., healthy, diseased and dead). Intervention effect sizes were based on meta-analyses of randomised control trial data identified in the aforementioned review; while health benefits were measured as Disability-adjusted Life Years (DALYs) averted attributable to reductions in depression incidence. Net costs of delivering interventions were calculated using relevant Australian data. Uncertainty and sensitivity analyses were conducted to test model assumptions. Incremental cost-effectiveness ratios (ICERs) were measured in 2013 Australian dollars per DALY averted; with costs and benefits discounted at 3%. Results.: Universal and indicated psychological interventions delivered through face-to-face modalities had ICERs below a threshold of $50 000 per DALY averted. That is, $7350 per DALY averted (95% uncertainty interval (UI): dominates – 23 070) for universal prevention, and $19 550 per DALY averted (95% UI: 3081–56 713) for indicated prevention. Baseline ICERs were generally robust to changes in model assumptions. We conducted a sensitivity analysis which found that internet-delivered prevention interventions were highly cost-effective when assuming intervention effect sizes of 100 and 50% relative to effect sizes observed for face-to-face delivered interventions. These results should, however, be interpreted with caution due to the paucity of data. Conclusions.: School-based psychological interventions appear to be cost-effective. However, realising efficiency gains in the population is ultimately dependent on ensuring successful system-level implementation.
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Internet interventions meet adolescents' preference for self-reliance because they can be used at their own pace, at low costs, and independent of time and place.
“Further, Internet interventions meet the preference of adolescents for self-reliance because they can use them at their own pace, at low costs, and independent of time and place [38, 48].”
From Efficacy of a transdiagnostic Internet prevention approach in adolescents (EMPATIA study): study protocol of a randomized controlled trial (2024) · cites this paper as [48]
With respect to the prevention of depression in young people, the evidence is mixed; recent Australian modelled studies have shown that school-based psychological interventions were cost-effective regardless of whether they were universal or indicated interventions.
“With respect to the prevention of depression in young people, the evidence is mixed; for example, recent Australian modelled studies have shown that school-based psychological interventions were costeffective regardless of whether they were universal or indicated interventions.”
From The Lancet Psychiatry Commission on youth mental health (2024) · cites this paper as [409]
Cites
Murray, C. J. L., Vos, T., Lozano, R., Naghavi, M., Flaxman, A. D., Michaud, C., Ezzati, M., Shibuya, K., Salomon, J. A., Abdalla, S., et al. (2012) · The Lancet · doi:10.1016/s0140-6736(12)61689-4 · Cited by 8,888 · see citing works
Vos, T., Barber, R. M., Bell, B., Bertozzi-Villa, A., Biryukov, S., Bolliger, I., Charlson, F., Davis, A., Degenhardt, L., Dicker, D., et al. (2015) · The Lancet · doi:10.1016/s0140-6736(15)60692-4 · Cited by 6,414 · see citing works
Self-citationFerrari, A. J., Charlson, F. J., Norman, R. E., Patten, S. B., Freedman, G., Murray, C. J. L., Vos, T., & Whiteford, H. A. (2013) · PLoS Medicine · doi:10.1371/journal.pmed.1001547 · Cited by 3,115 · see citing works
Self-citationThapar, A., Collishaw, S., Pine, D. S., & Thapar, A. K. (2012) · The Lancet · doi:10.1016/s0140-6736(11)60871-4 · Cited by 2,365 · see citing works
Reducing Risks for Mental Disorders: Frontiers for Preventive Intervention Research
(1994) · doi:10.17226/2139 · Cited by 2,073 · see citing works
Consolidated Health Economic Evaluation Reporting Standards (CHEERS) statement
Husereau, D., Drummond, M., Petrou, S., Carswell, C., Moher, D., Greenberg, D., Augustovski, F., Briggs, A. H., Mauskopf, J., Loder, E., et al. (2013) · BMJ · doi:10.1136/bmj.f1049 · Cited by 1,776 · see citing works
Making choices in health: who guide to cost-effectiveness analysis
(2004) · Revista Española de Salud Pública · doi:10.1590/s1135-57272004000300012 · Cited by 1,256 · see citing works
Disability weights for the Global Burden of Disease 2013 study
Salomon, J. A., Haagsma, J. A., Davis, A., de Noordhout, C. M., Polinder, S., Havelaar, A. H., Cassini, A., Devleesschauwer, B., Kretzschmar, M., Speybroeck, N., et al. (2015) · The Lancet Global Health · doi:10.1016/s2214-109x(15)00069-8 · Cited by 1,217 · see citing works
Adherence in Internet Interventions for Anxiety and Depression
Christensen, H., Griffiths, K. M., & Farrer, L. (2009) · Journal of Medical Internet Research · doi:10.2196/jmir.1194 · Cited by 1,133 · see citing works
Andersson, G., Cuijpers, P., Carlbring, P., Riper, H., & Hedman, E. (2014) · World Psychiatry · doi:10.1002/wps.20151 · Cited by 1,077 · see citing works
Cuijpers, P., Donker, T., van Straten, A., Li, J., & Andersson, G. (2010) · Psychological Medicine · doi:10.1017/s0033291710000772 · Cited by 832 · see citing works
2007 National Survey of Mental Health and Wellbeing: Methods and Key Findings
Slade, T., Johnston, A., Oakley Browne, M. A., Andrews, G., & Whiteford, H. (2009) · Australian & New Zealand Journal of Psychiatry · doi:10.1080/00048670902970882 · Cited by 832 · see citing works
Self-citationMental health interventions in schools in high-income countries
Fazel, M., Hoagwood, K., Stephan, S., & Ford, T. (2014) · The Lancet Psychiatry · doi:10.1016/s2215-0366(14)70312-8 · Cited by 730 · see citing works
Consolidated health economic evaluation reporting standards (CHEERS) statement
Husereau, D., Drummond, M., Petrou, S., Carswell, C., Moher, D., Greenberg, D., Augustovski, F., Briggs, A. H., Mauskopf, J., & Loder, E. (2013) · Value in Health · doi:10.1016/j.jval.2013.02.010 · Cited by 657 · see citing works
Sustainability of Teacher Implementation of School-Based Mental Health Programs
Han, S. S., & Weiss, B. (2005) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-005-7646-2 · Cited by 641 · see citing works
(2015) · UWA Profiles and Research Repository (University of Western Australia) · Cited by 615 · see citing works
Andrews, G., Issakidis, C., Sanderson, K., Corry, J., & Lapsley, H. (2004) · British Journal of Psychiatry · doi:10.1192/bjp.184.6.526 · Cited by 560 · see citing works
The prognosis of common mental disorders in adolescents: a 14-year prospective cohort study
Patton, G. C., Coffey, C., Romaniuk, H., Mackinnon, A., Carlin, J. B., Degenhardt, L., Olsson, C. A., & Moran, P. (2014) · The Lancet · doi:10.1016/s0140-6736(13)62116-9 · Cited by 527 · see citing works
Self-citationvan Zoonen, K., Buntrock, C., Ebert, D. D., Smit, F., Reynolds, C. F., Beekman, A. T., & Cuijpers, P. (2014) · International Journal of Epidemiology · doi:10.1093/ije/dyt175 · Cited by 425 · see citing works
A generic model for the assessment of disease epidemiology: the computational basis of DisMod II
Barendregt, J. J., van Oortmarssen, G. J., Vos, T., & Murray, C. J. (2003) · Population Health Metrics · doi:10.1186/1478-7954-1-4 · Cited by 402 · see citing works
Self-citationMental health interventions in schools in low-income and middle-income countries
Fazel, M. S., Patel, V., Thomas, S., & Tol, W. A. (2014) · The Lancet Psychiatry · doi:10.1016/s2215-0366(14)70357-8 · Cited by 379 · see citing works
Stockings, E. A., Degenhardt, L., Dobbins, T., Lee, Y. Y., Erskine, H. E., Whiteford, H. A., & Patton, G. (2016) · Psychological Medicine · doi:10.1017/s0033291715001725 · Cited by 345 · see citing works
Self-citationCalear, A. L., Christensen, H., Mackinnon, A., Griffiths, K. M., & O'Kearney, R. (2009) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0017391 · Cited by 327 · see citing works
Psychological and educational interventions for preventing depression in children and adolescents
Merry, S., Hetrick, S. E., Cox, G., Brudevold‐Iversen, T., Bir, J. J., & McDowell, H. (2011) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd003380.pub3 · Cited by 298 · see citing works
Reducing Risks for Mental Disorders: Frontiers for Preventive Intervention Research
Steiner, J. L. (1995) · Psychiatric Services · doi:10.1176/ps.46.7.736 · Cited by 288 · see citing works
Stockings, E., Degenhardt, L. J., Lee, Y. Y., Mihalopoulos, C., Liu, A., Hobbs, M. J., & Patton, G. C. (2014) · Journal of Affective Disorders · doi:10.1016/j.jad.2014.11.061 · Cited by 268 · see citing works
Self-citationAdvances in the meta-analysis of heterogeneous clinical trials II: The quality effects model
Doi, S. A. R., Barendregt, J. J., Khan, S., Thalib, L., & Williams, G. M. (2015) · Contemporary Clinical Trials · doi:10.1016/j.cct.2015.05.010 · Cited by 227 · see citing works
Self-citationCalear, A. L., & Christensen, H. (2010) · Medical Journal of Australia · doi:10.5694/j.1326-5377.2010.tb03686.x · Cited by 220 · see citing works
Harris, A., Hill, S. R., Chin, G., Li, J. J., & Walkom, E. J. (2008) · Medical Decision Making · doi:10.1177/0272989x08315247 · Cited by 216 · see citing works
The Burden of Major Depression Avoidable by Longer-term Treatment Strategies
Vos, T., Haby, M. M., Barendregt, J. J., Kruijshaar, M., Corry, J., & Andrews, G. (2004) · Archives of General Psychiatry · doi:10.1001/archpsyc.61.11.1097 · Cited by 213 · see citing works
Self-citationThe National Survey of Mental Health and Wellbeing: The Child and Adolescent Component
Sawyer, M. G., Kosky, R. J., GRAETZ, B. W., Arney, F., Zubrick, S. R., & Baghurst, P. (2000) · Australian & New Zealand Journal of Psychiatry · doi:10.1080/j.1440-1614.2000.00729.x · Cited by 177 · see citing works
Implementation quality of whole‐school mental health promotion and students’ academic performance
Dix, K., Slee, P. T., Lawson, M. J., & Keeves, J. P. (2011) · Child and Adolescent Mental Health · doi:10.1111/j.1475-3588.2011.00608.x · Cited by 166 · see citing works
Carter, R., Vos, T., Moodie, M., Haby, M. M., Magnus, A., & Mihalopoulos, C. (2008) · Expert Review of Pharmacoeconomics & Outcomes Research · doi:10.1586/14737167.8.6.593 · Cited by 162 · see citing works
Self-citationCarter, R., Moodie, M., Markwick, A., Magnus, A., Vos, T., Swinburn, B. A., & Haby, M. M. (2009) · BMC Public Health · doi:10.1186/1471-2458-9-419 · Cited by 134 · see citing works
(2010) · Cited by 121 · see citing works
Self-citationCost-effectiveness of an Intervention to Prevent Depression in At-Risk Teens
Lynch, F. L., Hornbrook, M. C., Clarke, G. N., Perrin, N., Polen, M. R., O’Connor, E., & Dickerson, J. F. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.11.1241 · Cited by 121 · see citing works
The Oxford handbook of school psychology
(2012) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780195369809.001.0001 · Cited by 117 · see citing works
Epidemiology and demography in public health
Killewo, J. (2010) · Cited by 92 · see citing works
Web-Based Interventions for Youth Internalizing Problems: A Systematic Review
Reyes-Portillo, J. A., Mufson, L., Greenhill, L. L., Gould, M. S., Fisher, P. W., Tarlow, N., & Rynn, M. A. (2014) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2014.09.005 · Cited by 88 · see citing works
Rapee, R. M., Wignall, A., Sheffield, J., Kowalenko, N., Davis, A., McLoone, J., & Spence, S. H. (2006) · Prevention Science · doi:10.1007/s11121-006-0035-4 · Cited by 87 · see citing works
Estimating distributions of health state severity for the global burden of disease study
Burstein, R., Fleming, T. D., Haagsma, J., Salomon, J., Vos, T., & Murray, C. (2015) · Population Health Metrics · doi:10.1186/s12963-015-0064-y · Cited by 83 · see citing works
Mihalopoulos, C., Chen, G., Iezzi, A., Khan, M. A., & Richardson, J. R. J. (2014) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.113.136036 · Cited by 78 · see citing works
Self-citationWhy hasn’t the mental health of Australians improved? The need for a national prevention strategy
Jorm, A. F. (2014) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/0004867414546387 · Cited by 69 · see citing works
Wong, N., Kady, L., Mewton, L. R., Sunderland, M., & Andrews, G. (2014) · Internet Interventions · doi:10.1016/j.invent.2014.05.004 · Cited by 68 · see citing works
Economic evaluations of interventions designed to prevent mental disorders: a systematic review
Mihalopoulos, C., & Chatterton, M. L. (2014) · Early Intervention in Psychiatry · doi:10.1111/eip.12156 · Cited by 68 · see citing works
Self-citationThe Population Cost-effectiveness of Interventions Designed to Prevent Childhood Depression
Mihalopoulos, C., Vos, T., Pirkis, J., & Carter, R. (2012) · PEDIATRICS · doi:10.1542/peds.2011-1823 · Cited by 54 · see citing works
Self-citationChild and Adolescent Component of the National Survey of Mental Health and Wellbeing
Sawyer, M., Arney, F., Baghurst, P., Clark, J. J., GRAETZ, B. W., Kosky, R. J., Nurcombe, B., Patton, G. C., Prior, M. R., Raphael, B., et al. (2000) · UWA Profiles and Research Repository (University of Western Australia) · Cited by 39 · see citing works
Self-citationAn Evaluation ofbeyondblue, Australia's National Depression Initiative
Pirkis, J., Hickie, I. B., Young, L., Burns, J. M., Highet, N. J., & Davenport, T. A. (2005) · International Journal of Mental Health Promotion · doi:10.1080/14623730.2005.9721865 · Cited by 38 · see citing works
Utility Values for Adults with Unipolar Depression
Mohiuddin, S., & Payne, K. (2014) · Medical Decision Making · doi:10.1177/0272989x14524990 · Cited by 35 · see citing works
Mental health service system improvement: Translating evidence into policy
Whiteford, H., Harris, M., & Diminic, S. (2013) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/0004867413494867 · Cited by 35 · see citing works
Self-citationAnderson, R., Ukoumunne, O. C., Sayal, K., Phillips, R., Taylor, J. A., Spears, M., Araya, R., Lewis, G., Millings, A., Montgomery, A. A., et al. (2014) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12248 · Cited by 34 · see citing works
Is e-health the answer to gaps in adolescent mental health service provision?
O’Dea, B., Calear, A. L., & Perry, Y. (2015) · Current Opinion in Psychiatry · doi:10.1097/yco.0000000000000170 · Cited by 32 · see citing works
Priority-setting for mental health services
Mihalopoulos, C., Carter, R., Pirkis, J., & Vos, T. (2013) · Journal of Mental Health · doi:10.3109/09638237.2012.745189 · Cited by 32 · see citing works
Self-citationTyson, O., Roberts, C. M., & Kane, R. T. (2009) · Australian Journal of Guidance and Counselling · doi:10.1375/ajgc.19.2.116 · Cited by 26 · see citing works
Lee, Y. Y., Veerman, L. J., & Barendregt, J. J. (2013) · PLoS ONE · doi:10.1371/journal.pone.0064965 · Cited by 23 · see citing works
Self-citationTreating people you never see: Internet-based treatment of the internalising mental disorders
Andrews, G., & Titov, N. (2010) · Australian Health Review · doi:10.1071/ah09775 · Cited by 23 · cited 1× · see citing works
“…epidemiology of depression (Slade et al. 2009; Vos et al. 2015); (2) the efficacy of universal school-based prevention (Merry et al. 2011); and (3) internet-based delivery of psychological interventions as an alternative to face-to-face delivery (Andrews & Titov, 2010; Calear & Christensen, 2010).”
BackgroundBaxter, A. J., Page, A., & Whiteford, H. A. (2011) · Epidemiology Research International · doi:10.1155/2011/832945 · Cited by 21 · see citing works
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The Lancet Psychiatry Commission on youth mental health
McGorry, P. D., Mei, C., Dalal, N., Alvarez-Jimenez, M., Blakemore, S.-J., Browne, V., Dooley, B., Hickie, I. B., Jones, P. B., McDaid, D., et al. (2024) · The Lancet Psychiatry · doi:10.1016/s2215-0366(24)00163-9 · Cited by 663 · see citing works
Self-citationLe, L. K., Esturas, A. C., Mihalopoulos, C., Chiotelis, O., Bucholc, J., Chatterton, M. L., & Engel, L. (2021) · PLoS Medicine · doi:10.1371/journal.pmed.1003606 · Cited by 259 · see citing works
Self-citationThe Economic Case for the Prevention of Mental Illness
McDaid, D., Park, A., & Wahlbeck, K. (2019) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-040617-013629 · Cited by 226 · see citing works
Lee, Y. Y., Stockings, E. A., Harris, M. G., Doi, S. A. R., Page, I. S., Davidson, S. K., & Barendregt, J. J. (2019) · Psychological Medicine · doi:10.1017/s0033291718000557 · Cited by 201 · see citing works
Self-citationStelmach, R. D., Kocher, E. L., Kataria, I., Jackson-Morris, A. M., Saxena, S., & Nugent, R. A. (2022) · BMJ Global Health · doi:10.1136/bmjgh-2021-007759 · Cited by 83 · see citing works
What is needed to eradicate the depression epidemic, and why
Ormel, J., Cuijpers, P., Jorm, A., & Schoevers, R. A. (2020) · Mental Health & Prevention · doi:10.1016/j.mhp.2019.200177 · Cited by 67 · see citing works
Yap, M. B., Lawrence, K. A., Rapee, R. M., Cardamone-Breen, M. C., Green, J., & Jorm, A. F. (2017) · JMIR Mental Health · doi:10.2196/mental.8492 · Cited by 63 · see citing works
Salazar de Pablo, G., De Micheli, A., Solmi, M., Oliver, D., Catalan, A., Verdino, V., Di Maggio, L., Bonoldi, I., Radua, J., Baccaredda Boy, O., et al. (2021) · Harvard Review of Psychiatry · doi:10.1097/hrp.0000000000000294 · Cited by 51 · see citing works
Digital interventions in mental health: Evidence syntheses and economic modelling
Gega, L., Jankovic, D., Saramago, P., Marshall, D., Dawson, S., Brabyn, S., Nikolaidis, G. F., Melton, H., Churchill, R., & Bojke, L. (2022) · Health Technology Assessment · doi:10.3310/rcti6942 · Cited by 48 · see citing works
Schmidt, M., Werbrouck, A., Verhaeghe, N., Putman, K., Simoens, S., & Annemans, L. (2019) · Applied Health Economics and Health Policy · doi:10.1007/s40258-019-00524-0 · Cited by 38 · see citing works
Jankovic, D., Bojke, L., Marshall, D., Saramago Goncalves, P., Churchill, R., Melton, H., Brabyn, S., & Gega, L. (2021) · Applied Health Economics and Health Policy · doi:10.1007/s40258-020-00607-3 · Cited by 36 · see citing works
Caldwell, D. M., Davies, S. R., Thorn, J. C., Palmer, J. C., Caro, P., Hetrick, S. E., Gunnell, D., Anwer, S., López-López, J. A., French, C. E., et al. (2021) · Public Health Research · doi:10.3310/phr09080 · Cited by 37 · see citing works
Economic Evaluations of Digital Health Interventions for Children and Adolescents: Systematic Review
Stanic, T., Avşar, T. S., & Gomes, M. (2023) · Journal of Medical Internet Research · doi:10.2196/45958 · Cited by 33 · see citing works
Hamilton, M. P., Hetrick, S. E., Mihalopoulos, C., Baker, D., Browne, V., Chanen, A. M., Pennell, K., Purcell, R., Stavely, H., & McGorry, P. D. (2017) · Medical Journal of Australia · doi:10.5694/mja17.00972 · Cited by 30 · see citing works
Self-citationGarcía-Escalera, J., Chorot, P., Sandín, B., Ehrenreich-May, J., Prieto, A., & Valiente, R. M. (2019) · Child & Youth Care Forum · doi:10.1007/s10566-018-9471-0 · Cited by 29 · see citing works
Hayes, D., Mansfield, R., Mason, C., Santos, J., Moore, A., Boehnke, J. R., Ashworth, E., Moltrecht, B., Humphrey, N., Stallard, P. N., et al. (2023) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-022-02135-y · Cited by 32 · see citing works
Nitsch, M., Adamcik, T., Kuso, S., Zeiler, M. D., & Waldherr, K. (2019) · Nutrients · doi:10.3390/nu11040713 · Cited by 27 · see citing works
Hankin, B. L., & Griffith, J. M. (2023) · Clinical Child and Family Psychology Review · doi:10.1007/s10567-023-00437-4 · Cited by 33 · see citing works
Feldman, I., Gebreslassie, M., Sampaio, F., Nystrand, C., & Ssegonja, R. (2020) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-020-01072-9 · Cited by 24 · see citing works
Ssegonja, R., Sampaio, F., Alaie, I., Philipson, A., Hagberg, L., Murray, K., Sarkadi, A., Langenskiöld, S., Jonsson, U., & Feldman, I. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.08.076 · Cited by 23 · see citing works
Chatterton, M. L., Bayer, J. K., Engel, L., Rapee, R. M., Beatson, R. M., Hiscock, H., Bretherton, L., Wake, M. A., & Mihalopoulos, C. (2020) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2020.102191 · Cited by 21 · see citing works
Self-citationLee, Y. Y., Skeen, S., Meléndez‐Torres, G. J., Laurenzi, C. A., van Ommeren, M., Fleischmann, A., Servili, C., Mihalopoulos, C., & Chisholm, D. (2023) · Epidemiology and Psychiatric Sciences · doi:10.1017/s204579602300029x · Cited by 18 · see citing works
Self-citationCost-effectiveness of Brief Behavioral Therapy for Pediatric Anxiety and Depression in Primary Care
Lynch, F. L., Dickerson, J. F., Rozenman, M. S., González, A., Schwartz, K. T. G., Porta, G., O'Keeffe-Rosetti, M. C., Brent, D. A., & Weersing, V. R. (2021) · JAMA Network Open · doi:10.1001/jamanetworkopen.2021.1778 · Cited by 16 · see citing works
Kularatna, S., Hettiarachchi, R. M., Senanayake, S. J., Murphy, C., Donovan, C. L., & March, S. (2022) · BMC Health Services Research · doi:10.1186/s12913-022-07939-x · Cited by 15 · see citing works
Beames, J. R., Lingam, R., Boydell, K., Calear, A. L., Torok, M. H., Maston, K., Zbukvic, I., Huckvale, K., Batterham, P. J., Christensen, H. M., et al. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-042133 · Cited by 14 · see citing works
Grummitt, L. R., Barrett, E. L., Halladay, J. E., Bailey, S., Birrell, L., Hunter, E., Kelly, E. V., Champion, K. E., Gardner, L. A., Nguyen, A., et al. (2023) · Mental Health & Prevention · doi:10.1016/j.mhp.2023.200308 · Cited by 15 · see citing works
The modeled cost-effectiveness of family-based and adolescent-focused treatment for anorexia nervosa
Le, L. K., Barendregt, J. J., Hay, P., Sawyer, S. M., Hughes, E. K., & Mihalopoulos, C. (2017) · International Journal of Eating Disorders · doi:10.1002/eat.22786 · Cited by 14 · see citing works
Self-citationZeiler, M. D., Kuso, S., Nitsch, M., Simek, M., Adamcik, T., Herrero, R., Etchemendy, E., Mira, A., Oliver, E., Jones, M., et al. (2021) · European Journal of Public Health · doi:10.1093/eurpub/ckab039 · Cited by 14 · see citing works
Modelling in economic evaluation of mental health prevention: current status and quality of studies
Thu, H. N. T., Nguyen, H. T., Anh, V. N., & Anh, N. Q. (2022) · BMC Health Services Research · doi:10.1186/s12913-022-08206-9 · Cited by 13 · see citing works
Birrell, L., Newton, N. C., Slade, T. N., Chapman, C., Mewton, L. R., MCBRIDE, N. T., Hides, L. M., Chatterton, M. L., ALLSOP, S. J., Healy, A., et al. (2018) · JMIR Research Protocols · doi:10.2196/11372 · Cited by 14 · see citing works
Self-citationLee, Y. Y., Le, L. K., Stockings, E., Hay, P., Whiteford, H., Barendregt, J. J., & Mihalopoulos, C. (2018) · Medical Decision Making · doi:10.1177/0272989x18793394 · Cited by 13 · see citing works
Self-citationLi, F., Jörg, F., Li, X., & Feenstra, T. (2022) · PharmacoEconomics · doi:10.1007/s40273-022-01185-z · Cited by 12 · see citing works
The cost‐effectiveness of cognitive behavioral therapy for bulimia nervosa in the Australian context
Le, L. K., Hay, P., Wade, T. D., Touyz, S. W., & Mihalopoulos, C. (2017) · International Journal of Eating Disorders · doi:10.1002/eat.22790 · Cited by 12 · see citing works
Self-citationde Mooij, B., Delsing, M. J. M. H., Fekkes, M., Vliek, L., Scholte, R. H. J., & Overbeek, G. J. (2024) · Applied Developmental Science · doi:10.1080/10888691.2024.2317716 · Cited by 10 · see citing works
Poetar, C.-R., & Dobrean, A. (2018) · BMC Psychiatry · doi:10.1186/s12888-018-1684-0 · Cited by 10 · see citing works
Ormel, J., & VonKorff, M. (2024) · Mental Health & Prevention · doi:10.1016/j.mhp.2024.200320 · Cited by 10 · see citing works
A text mining approach for adapting a school-based sexual health promotion program in Colombia
Vallejo‐Medina, P., Correa, J. C., Gómez-Lugo, M., Saavedra-Roa, D. A., García-Montaño, E., Pérez-Pedraza, D., Niebles-Charris, J., García-Roncallo, P., Abello-Luque, D., Espada, J. P., et al. (2020) · Preventive Medicine Reports · doi:10.1016/j.pmedr.2020.101090 · Cited by 10 · see citing works
The cost-effectiveness of school-based interventions for chronic diseases: a systematic review
Lin, G., Werner, K., Alqunaiebet, A., Hamza, M. M., Alkanhal, N., Alsukait, R. F., Alruwaily, A., Rakić, S., Çetinkaya, V., Herbst, C. H., et al. (2024) · Cost Effectiveness and Resource Allocation · doi:10.1186/s12962-024-00511-w · Cited by 9 · see citing works
Lee, Y. Y., Le, L. K., Lal, A., Engel, L., & Mihalopoulos, C. (2021) · Mental Health & Prevention · doi:10.1016/j.mhp.2021.200210 · Cited by 9 · see citing works
Self-citationThe impact of universal mental health screening on stigma in primary schools
Songco, A., Francis, D. A., McDermott, E. A., Lim, C. Y. S., Allsop, A., Croguennec, J., Sicouri, G., Mackinnon, A., & Hudson, J. L. (2025) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-024-00854-5 · Cited by 9 · see citing works
Luttinen, J., Watroba, A., Niemelä, M., Miettunen, J., & Ruotsalainen, H. (2025) · Journal of Affective Disorders · doi:10.1016/j.jad.2025.02.002 · Cited by 10 · see citing works
Lee, Y. Y., Le, L. K., Lal, A., Engel, L., & Mihalopoulos, C. (2021) · Mental Health & Prevention · doi:10.1016/j.mhp.2021.200213 · Cited by 7 · see citing works
Self-citationConnor, C., Yap, M. B. H., Warwick, J., Birchwood, M. J., Valliere, N. D., Madan, J. J., Melvin, G. A., Padfield, E., Patterson, P. H., Petrou, S., et al. (2022) · Trials · doi:10.1186/s13063-022-06563-8 · Cited by 7 · see citing works
Cost-utility analysis of the UPRIGHT intervention promoting resilience in adolescents
Mar, J., Larrañaga, I., Ibarrondo, O., González-Pinto, A. M., Hayas, C. L., Fullaondo, A., Izco-Basurko, I., Alonso, J., Zorrilla, E. P., Fernández-Sevillano, J., et al. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-04665-4 · Cited by 6 · see citing works
Mihalopoulos, C., Lee, Y. Y., Engel, L., Le, L. K., Tan, E. J., & Chatterton, M. L. (2021) · Australian Economic Review · doi:10.1111/1467-8462.12412 · Cited by 7 · see citing works
Self-citationDawood, S., Mir, G., & West, R. M. (2023) · World Journal of Psychiatry · doi:10.5498/wjp.v13.i8.551 · Cited by 7 · see citing works
Psychological workplace interventions to prevent major depression: A model-based economic evaluation
Le, L. K., Lee, Y. Y., Engel, L., Lal, A., & Mihalopoulos, C. (2021) · Mental Health & Prevention · doi:10.1016/j.mhp.2021.200209 · Cited by 5 · see citing works
Self-citationClark, A., Appleton, R., Kalocsányiová, E., Gkaintatzi, E., & McCrone, P. (2022) · medRxiv · doi:10.1101/2022.12.01.22282817 · Cited by 4 · see citing works
Providing School-Based Mental Health Services in Rural and Remote Settings
Capps, R. E., Michael, K. D., Jameson, J. P., & Sulovski, K. (2019) · Springer eBooks · doi:10.1007/978-981-10-5012-1_27-1 · Cited by 3 · see citing works
Hirsig, A., Häfeli, X. A., & Schmidt, S. J. (2024) · Trials · doi:10.1186/s13063-024-08241-3 · Cited by 2 · see citing works
“Further, Internet interventions meet the preference of adolescents for self-reliance because they can use them at their own pace, at low costs, and independent of time and place [38, 48].”
BackgroundChatterton, M. L., Perez, J. K., Lee, Y. Y., Le, L. K., Birrell, L., Slade, T. N., Mewton, L. R., Hides, L. M., MCBRIDE, N. T., ALLSOP, S. J., et al. (2024) · International Journal of Mental Health and Addiction · doi:10.1007/s11469-024-01423-9 · Cited by 2 · see citing works
Self-citationHigher Child Body Mass Index Is Associated with Greater School-Based Health Center Utilization
Smith, B. M., Spin, P. J., Johnson, S. B., & Connor, K. A. (2020) · Childhood Obesity · doi:10.1089/chi.2020.0021 · Cited by 2 · see citing works
Providing School-Based Mental Health Services in Rural and Remote Settings
Capps, R. E., Michael, K. D., Jameson, J. P., & Sulovski, K. (2021) · Springer eBooks · doi:10.1007/978-981-15-6631-8_27 · Cited by 2 · see citing works
Chatterton, M. L., Lee, Y. Y., Le, L. K., Nichols, M. S., Carter, R., Berk, M., & Mihalopoulos, C. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.04.075 · Cited by 2 · see citing works
Self-citationRungmueanporn, L. (2025) · BMC Psychiatry · doi:10.1186/s12888-025-06984-0 · Cited by 2 · see citing works
Kiefer, J. L., Perry, K. J., Sarver, D. E., del Rosario, E.-A., & Quetsch, L. B. (2025) · Journal of Clinical Psychology in Medical Settings · doi:10.1007/s10880-025-10093-1 · Cited by 1 · see citing works
Martinsen, K. D., Aas, E., Ingul, J. M., Lisøy, C., Adolfsen, F., Rasmussen, L. P., Wentzel‐Larsen, T., & Neumer, S. (2025) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-025-00962-w · Cited by 1 · see citing works
Rintell, L. S., Buchholz, K. R., & Gladstone, T. R. G. (2021) · Springer eBooks · doi:10.1007/978-3-030-83469-2_6 · Cited by 1 · see citing works
Preventative Interventions for Childhood and Adolescent Disorders
Werner‐Seidler, A., Beames, J. R., & Torok, M. H. (2021) · Comprehensive Clinical Psychology · doi:10.1016/b978-0-12-818697-8.00049-2 · Cited by 1 · see citing works
Riggs, N. R., Hepburn, S., & Pinks, M. E. (2021) · International review of research in developmental disabilities · doi:10.1016/bs.irrdd.2021.06.001 · Cited by 1 · see citing works
Yap, M. B. H., Lawrence, K. A., Rapee, R. M., Cardamone-Breen, M. C., Green, J., & Jorm, A. F. (2017) · doi:10.2196/preprints.8492 · Cited by 1 · see citing works
De la nécessité de parler de la prévention de la dépression
Bout, A., Aarab, C., Rammouz, I., & Aalouane, R. (2020) · L Encéphale · doi:10.1016/j.encep.2020.01.006
Online programs for depression
Batterham, P. J., Calear, A. L., & Kurz, E. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-817933-8.00012-8
Nguyen, T., Zhang, Q., Le, D. V., & Karunanithi, M. (2017) · doi:10.2196/preprints.8493
Connor, C., Yap, M. B. H., Warwick, J., Birchwood, M. J., Valliere, K. D., Madan, J. J., Melvin, G. A., Padfield, E., Patterson, P. H., Petrou, S., et al. (2022) · Research Square · doi:10.21203/rs.3.rs-1442104/v1
Baldwin, L. (2023) · Queensland University of Technology · doi:10.5204/thesis.eprints.238328
Use of Technology in Brief Interventions
Gega, L., & Saiger, M. J. (2024) · CBT: science into practice · doi:10.1007/978-3-031-60746-2_16
Swaminathan, A., Ye, G., Weber, C., Uddanwadiker, G., Alvarado, A., & Bhushan, D. (2025) · medRxiv · doi:10.1101/2025.03.11.25323793
Khan, K. A., Madan, J. J., Bouliotis, G., Williams, R. L., Raynes, K., Valliere, N. D., Birchwood, M. J., Stewart-Brown, S. L., Olivier, P. L., Yap, M. B. H., et al. (2025) · doi:10.2196/preprints.77605
Gergely, R. H., & Kállay, É. (2025) · Studia Universitatis Babeș-Bolyai Psychologia-Paedagogia · doi:10.24193/subbpsyped.2025.1.08 · Cited by 1 · see citing works
Psychologische Präventions- und Interventionsprogramme für die Schule
Schultze‐Krumbholz, A. (2025) · Springer eBooks · doi:10.1007/978-3-662-71375-4_13
Connor, C., Yap, M. B. H., Warwick, J., Birchwood, M., Valliere, N. D., Madan, J. J., Melvin, G. A., Padfield, E., Patterson, P. H., Petrou, S., et al. (2022) · Figshare · doi:10.6084/m9.figshare.20495844
Kularatna, S., Hettiarachchi, R. M., Senanayake, S. J., Murphy, C., Donovan, C. L., & March, S. (2022) · Figshare · doi:10.6084/m9.figshare.19641868
Connor, C., Yap, M. B. H., Warwick, J., Birchwood, M., Valliere, N. D., Madan, J. J., Melvin, G. A., Padfield, E., Patterson, P. H., Petrou, S., et al. (2022) · Figshare · doi:10.6084/m9.figshare.20495850
Mar, J., Larrañaga, I., Ibarrondo, O., González-Pinto, A., Hayas, C. L., Fullaondo, A., Izco-Basurko, I., Alonso, J., Zorrilla, I., Fernández-Sevillano, J., et al. (2023) · Figshare · doi:10.6084/m9.figshare.22617416
Lin, G., Werner, K., Alqunaiebet, A., Hamza, M. M., Alkanhal, N., Alsukait, R. F., Alruwaily, A., Rakić, S., Çetinkaya, V., Herbst, C. H., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26705109
Lin, G., Werner, K., Alqunaiebet, A., Hamza, M. M., Alkanhal, N., Alsukait, R. F., Alruwaily, A., Rakić, S., Çetinkaya, V., Herbst, C. H., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26705112
Ha, N. T., Huong, N. T., Anh, V. N., & Anh, P. N. Q. (2022) · Figshare · doi:10.6084/m9.figshare.20308102
Connor, C., Yap, M. B. H., Warwick, J., Birchwood, M., Valliere, N. D., Madan, J. J., Melvin, G. A., Padfield, E., Patterson, P. H., Petrou, S., et al. (2022) · Figshare · doi:10.6084/m9.figshare.20495847
Connor, C., Yap, M. B. H., Warwick, J., Birchwood, M., Valliere, N. D., Madan, J. J., Melvin, G. A., Padfield, E., Patterson, P. H., Petrou, S., et al. (2022) · Figshare · doi:10.6084/m9.figshare.20495853
Zhang, F., Liu, W., Yang, H., Sun, Y., Lei, X., Ding, Y., Zhang, X., Hu, Z., Hu, S., Wang, Z., et al. (2025) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-025-01012-1
Linnaranta, O., Myllyniemi, A., Salusjärvi, E., Seilo, N., Kaljadin, J., Kukko, T.-R., Tani, S., Kaltiala, R., Koskinen, T., Karukivi, M., et al. (2026) · BMC Public Health · doi:10.1186/s12889-026-26466-6
Belay, Y. B., Mihalopoulos, C., Engel, L., & Lee, Y. Y. (2026) · Applied Health Economics and Health Policy · doi:10.1007/s40258-026-01055-1
Self-citation
- Authors
- Lee, Y. Y., Barendregt, J. J., Stockings, E. A., Ferrari, A. J., Whiteford, H. A., Patton, G. A., & Mihalopoulos, C.
- Affiliations
- The University of Queensland (AU)
- UNSW Sydney (AU)
- Deakin University (AU)
- Corresponding author
- Lee, Y. Y.
- Venue
- Epidemiology and Psychiatric Sciences
- Publisher
- Cambridge University Press (CUP)
- Published
- 2016-08-11
- Volume
- 26
- Issue
- 5
- Pages
- 545-564
- ISSN
- 2045-7960 (ISSN-L)
- 2045-7979
- PMC
- PMC6998892
- OpenAlex
- W2516395724
- Cited by
- 85
- References
- 57
- Citations by year
- 2026: 2 · 2025: 10 · 2024: 11 · 2023: 9 · 2022: 14 · 2021: 15 · 2020: 7 · 2019: 6 · 2018: 5 · 2017: 6
- FWCI
- 11.01
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Epidemiology and Psychiatric Sciences (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- UNSWorks (UNSW Sydney) (submittedVersion, cc-by-nc-nd)
- Figshare (submittedVersion, cc-by)
- UNSWorks (University of New South Wales, Sydney, Australia) (submittedVersion, cc-by-nc-nd)
- Funders
- Australian Government
- National Health and Medical Research Council
- National Medical Research Council
- Topics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Health Systems, Economic Evaluations, Quality of Life
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Health Sciences › Health Professions › Speech and Hearing › School Health and Nursing Education
- Keywords
- depression prevention, youth mental health, universal prevention, indicated prevention, school-based psychological intervention, cost-effectiveness, online intervention, face-to-face intervention, subthreshold depression, disability-adjusted life years, Markov model, Australia, primary and secondary schools, intervention effect size, depression incidence, health policy decision-making, New South Wales
- MeSH terms
- Adolescent, Australia, Child, Cost-Benefit Analysis, Depression, Major Depressive Disorder, Female, Humans, Primary Prevention, Outcome Assessment, Health Care
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