Literature DB >> 33706764

Reducing youth suicide: systems modelling and simulation to guide targeted investments across the determinants.

Jo-An Occhipinti1,2,3,4, Adam Skinner5,6, Frank Iorfino5, Kenny Lawson7,8, Julie Sturgess9, Warren Burgess9, Tracey Davenport5, Danica Hudson9, Ian Hickie5.   

Abstract

BACKGROUND: Reducing suicidal behaviour (SB) is a critical public health issue globally. The complex interplay of social determinants, service system factors, population demographics, and behavioural dynamics makes it extraordinarily difficult for decision makers to determine the nature and balance of investments required to have the greatest impacts on SB. Real-world experimentation to establish the optimal targeting, timing, scale, frequency, and intensity of investments required across the determinants is unfeasible. Therefore, this study harnesses systems modelling and simulation to guide population-level decision making that represent best strategic allocation of limited resources.
METHODS: Using a participatory approach, and informed by a range of national, state, and local datasets, a system dynamics model was developed, tested, and validated for a regional population catchment. The model incorporated defined pathways from social determinants of mental health to psychological distress, mental health care, and SB. Intervention scenarios were investigated to forecast their impact on SB over a 20-year period.
RESULTS: A combination of social connectedness programs, technology-enabled coordinated care, post-attempt assertive aftercare, reductions in childhood adversity, and increasing youth employment projected the greatest impacts on SB, particularly in a youth population, reducing self-harm hospitalisations (suicide attempts) by 28.5% (95% interval 26.3-30.8%) and suicide deaths by 29.3% (95% interval 27.1-31.5%). Introducing additional interventions beyond the best performing suite of interventions produced only marginal improvement in population level impacts, highlighting that 'more is not necessarily better.'
CONCLUSION: Results indicate that targeted investments in addressing the social determinants and in mental health services provides the best opportunity to reduce SB and suicide. Systems modelling and simulation offers a robust approach to leveraging best available research, data, and expert knowledge in a way that helps decision makers respond to the unique characteristics and drivers of SB in their catchments and more effectively focus limited health resources.

Entities:  

Keywords:  Decision analysis; Simulation; Strategic planning; Suicide prevention; Systems modelling

Mesh:

Year:  2021        PMID: 33706764      PMCID: PMC7952221          DOI: 10.1186/s12916-021-01935-4

Source DB:  PubMed          Journal:  BMC Med        ISSN: 1741-7015            Impact factor:   8.775


  44 in total

Review 1.  Primary Care Interventions to Prevent or Treat Traumatic Stress in Childhood: A Systematic Review.

Authors:  Anna B Flynn; Kate E Fothergill; Holly C Wilcox; Elizabeth Coleclough; Russell Horwitz; Anne Ruble; Matthew D Burkey; Lawrence S Wissow
Journal:  Acad Pediatr       Date:  2015 Sep-Oct       Impact factor: 3.107

2.  The impact of strengthening mental health services to prevent suicidal behaviour.

Authors:  Jo-An Atkinson; Andrew Page; Mark Heffernan; Geoff McDonnell; Ante Prodan; Bill Campos; Graham Meadows; Ian B Hickie
Journal:  Aust N Z J Psychiatry       Date:  2018-12-12       Impact factor: 5.744

3.  Suicide is a complex problem that requires a range of prevention initiatives and methods of evaluation.

Authors:  Keith Hawton; Jane Pirkis
Journal:  Br J Psychiatry       Date:  2017-06       Impact factor: 9.319

4.  Offspring of depressed parents. 10 Years later.

Authors:  M M Weissman; V Warner; P Wickramaratne; D Moreau; M Olfson
Journal:  Arch Gen Psychiatry       Date:  1997-10

5.  Suicide prevention as a community development process: understanding circumpolar youth suicide prevention through community level outcomes.

Authors:  James Allen; Gerald Mohatt; Carlotta Ching Ting Fok; David Henry
Journal:  Int J Circumpolar Health       Date:  2009-06       Impact factor: 1.228

6.  The Study of Environment on Aboriginal Resilience and Child Health (SEARCH): a long-term platform for closing the gap.

Authors:  Darryl Wright; Raylene Gordon; Darren Carr; Jonathan C Craig; Emily Banks; Sumithra Muthayya; Sonia Wutzke; Sandra J Eades; Sally Redman
Journal:  Public Health Res Pract       Date:  2016-07-15

7.  A modelling tool for policy analysis to support the design of efficient and effective policy responses for complex public health problems.

Authors:  Jo-An Atkinson; Andrew Page; Robert Wells; Andrew Milat; Andrew Wilson
Journal:  Implement Sci       Date:  2015-03-03       Impact factor: 7.327

8.  Turning conceptual systems maps into dynamic simulation models: An Australian case study for diabetes in pregnancy.

Authors:  Louise Freebairn; Jo-An Atkinson; Nathaniel D Osgood; Paul M Kelly; Geoff McDonnell; Lucie Rychetnik
Journal:  PLoS One       Date:  2019-06-27       Impact factor: 3.240

9.  The Impact of Reducing Psychiatric Beds on Suicide Rates.

Authors:  Jo-An Atkinson; Andrew Page; Adam Skinner; Mark Heffernan; Ante Prodan; Ian B Hickie
Journal:  Front Psychiatry       Date:  2019-07-02       Impact factor: 4.157

10.  Bringing new tools, a regional focus, resource-sensitivity, local engagement and necessary discipline to mental health policy and planning.

Authors:  Jo-An Atkinson; Adam Skinner; Kenny Lawson; Sebastian Rosenberg; Ian B Hickie
Journal:  BMC Public Health       Date:  2020-06-05       Impact factor: 3.295

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  8 in total

1.  A Dynamic Approach to Economic Priority Setting to Invest in Youth Mental Health and Guide Local Implementation: Economic Protocol for Eight System Dynamics Policy Models.

Authors:  Kenny D Lawson; Jo-An Occhipinti; Louise Freebairn; Adam Skinner; Yun Ju C Song; Grace Yeeun Lee; Sam Huntley; Ian B Hickie
Journal:  Front Psychiatry       Date:  2022-04-29       Impact factor: 5.435

2.  Mental health: build predictive models to steer policy.

Authors:  Jo-An Occhipinti; Adam Skinner; P Murali Doraiswamy; Cameron Fox; Helen Herrman; Shekhar Saxena; Elisha London; Yun Ju Christine Song; Ian B Hickie
Journal:  Nature       Date:  2021-09       Impact factor: 69.504

3.  Informing the Future of Integrated Digital and Clinical Mental Health Care: Synthesis of the Outcomes From Project Synergy.

Authors:  Haley M LaMonica; Frank Iorfino; Grace Yeeun Lee; Sarah Piper; Jo-An Occhipinti; Tracey A Davenport; Shane Cross; Alyssa Milton; Laura Ospina-Pinillos; Lisa Whittle; Shelley C Rowe; Mitchell Dowling; Elizabeth Stewart; Antonia Ottavio; Samuel Hockey; Vanessa Wan Sze Cheng; Jane Burns; Elizabeth M Scott; Ian B Hickie
Journal:  JMIR Ment Health       Date:  2022-03-09

4.  Participatory Systems Modelling for Youth Mental Health: An Evaluation Study Applying a Comprehensive Multi-Scale Framework.

Authors:  Grace Yeeun Lee; Ian Bernard Hickie; Jo-An Occhipinti; Yun Ju Christine Song; Salvador Camacho; Adam Skinner; Kenny Lawson; Samuel J Hockey; Adriane Martin Hilber; Louise Freebairn
Journal:  Int J Environ Res Public Health       Date:  2022-03-28       Impact factor: 3.390

5.  Sound Decision Making in Uncertain Times: Can Systems Modelling Be Useful for Informing Policy and Planning for Suicide Prevention?

Authors:  Jo-An Occhipinti; Danya Rose; Adam Skinner; Daniel Rock; Yun Ju C Song; Ante Prodan; Sebastian Rosenberg; Louise Freebairn; Catherine Vacher; Ian B Hickie
Journal:  Int J Environ Res Public Health       Date:  2022-01-27       Impact factor: 3.390

6.  Participatory Methods for Systems Modeling of Youth Mental Health: Implementation Protocol.

Authors:  Louise Freebairn; Jo-An Occhipinti; Yun Ju C Song; Adam Skinner; Kenny Lawson; Grace Yeeun Lee; Samuel J Hockey; Samantha Huntley; Ian B Hickie
Journal:  JMIR Res Protoc       Date:  2022-02-07

7.  Mental Health in Australia: Psychological Distress Reported in Six Consecutive Cross-Sectional National Surveys From 2001 to 2018.

Authors:  Joanne Enticott; Shrinkhala Dawadi; Frances Shawyer; Brett Inder; Ellie Fossey; Helena Teede; Sebastian Rosenberg; Ingrid Ozols Am; Graham Meadows
Journal:  Front Psychiatry       Date:  2022-04-01       Impact factor: 5.435

Review 8.  Measuring, Modeling, and Forecasting the Mental Wealth of Nations.

Authors:  Jo-An Occhipinti; John Buchanan; Adam Skinner; Yun Ju C Song; Kristen Tran; Sebastian Rosenberg; Allan Fels; P Murali Doraiswamy; Petra Meier; Ante Prodan; Ian B Hickie
Journal:  Front Public Health       Date:  2022-07-28
  8 in total

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