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One size fits all? A latent profile analysis to identify care professional subgroups based on implementation
Eveline M Dubbeldeman1,2, Rianne M J J van der Kleij3, Jessica C Kiefte-de Jong3,4
1Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, The Netherlands. E.M.Dubbeldeman@lumc.nl.
Identifying distinct subgroups of care professionals (CPs) is crucial for effective guideline implementation. Tailored strategies, rather than a one-size-fits-all approach, are essential for improving child abuse identification and supporting vulnerable families.
Area of Science:
- Implementation Science
- Child Welfare Research
- Mental Health Services Research
Background:
- Implementation science acknowledges the interconnectedness of determinants and context heterogeneity.
- Practical application of these insights in implementation research remains limited.
- Focus on identifying distinct subgroups of care professionals (CPs) based on implementation determinants.
Purpose of the Study:
- Identify distinct subgroups of CPs based on Childcheck implementation determinants.
- Explore the influence of organization type on subgroup membership.
- Assess the relationship between subgroup membership and CPs' implementation level.
Main Methods:
- Latent Profile Analysis (LPA) used to identify subgroups among 562 Dutch CPs.
- Chi-Squared test examined the influence of organization type on subgroup membership.
- One-way ANOVA explored the impact of subgroup membership on implementation levels.
Main Results:
- Five distinct subgroups of CPs were identified based on implementation determinants.
- Subgroup B faced the most challenges (collaboration, organizational issues), showing the lowest implementation level.
- Subgroup C achieved the highest implementation level, while Subgroups D and E showed varied implementation levels.
- Subgroup E, mainly from mental health settings, reported indifferent attitudes and low to average implementation.
Conclusions:
- Tailored implementation plans are vital, moving beyond a one-size-fits-all approach.
- LPA effectively revealed variations in implementation determinants among CPs.
- Customized strategies for identified subgroups are key for successful guideline implementation and child well-being.
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