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Association Between 6-Week Postdischarge Risk Classification and 12-Month Outcomes After Orthopedic Trauma
Renan C Castillo1, Yanjie Huang1, Daniel Scharfstein1
1METRC Coordinating Center, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland.
Early identification of psychosocial risk and protective factors in orthopedic trauma patients can classify them into distinct recovery clusters. These clusters predict 12-month functional and health outcomes, enabling personalized care strategies.
Area of Science:
- Orthopedic Surgery
- Psychosocial Health
- Trauma Recovery
Background:
- Long-term outcomes in orthopedic trauma are linked to early psychosocial and behavioral health.
- Identifying actionable subgroups within this patient population remains challenging.
Purpose of the Study:
- To determine if risk and protective factors at 6 weeks post-injury can classify patients into risk clusters.
- To evaluate if these clusters predict 12-month recovery outcomes.
Main Methods:
- Prospective observational study of 352 severe orthopedic trauma patients.
- Assessed risk (pain, depression, PTSD, alcohol, tobacco) and protective (resilience, social support, self-efficacy) factors at 6 weeks.
- Latent class analysis used to identify patient clusters and evaluate 12-month outcomes (function, depression, PTSD, self-rated health).
Main Results:
- Latent class analysis identified 6 distinct patient clusters, clinically collapsible into 4 groups from best to worst outcomes.
- Significant differences in 12-month functional outcomes were observed across the 4 clinical groupings.
- The worst group showed substantially poorer Short Musculoskeletal Function Assessment scores compared to the best group.
Conclusions:
- Patients with orthopedic trauma can be classified into risk/protective clusters early in recovery.
- These clusters significantly explain variance in 12-month functional and health outcomes.
- Early classification supports personalized postsurgical care, potentially conserving resources and optimizing patient management.
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