Methods. The study sample consisted of 1,635 children who attended a brief camp-based reunification program between 2015-2019. Pre-test post-test assessments were completed by the youth at the beginning and end of camp participation. To identify distinct subgroups of participants, Latent Profile Analysis with 1-5 models were performed on the pre-test and post-test data. Constructs included an 11-item measure of youth resilience (pre-alpha=.81, post-alpha=.85), 7-item measure of sibling support (pre-alpha=.83, post-alpha=.83), and a two-item measure of sibling conflict (pre-alpha=.69, post-alpha=.77). Goodness of fit indices were computed and compared across models, using AIC, BIC, and entropy. Latent Transition Analysis investigated whether and how participants shifted between the latent profiles over time. A Chi-Square Analysis determined if transitions in profile membership between pre-test and post-test were statistically significant.
Results. The latent profile analysis identified a three-profile solution—Negative, Modest, and Positive well-being groups—as the best fit for both pre-test and post-test phases (pre-test: BIC = 13,482.23, Entropy = 0.63; post-test: BIC = 13,110.00, Entropy = 0.84). In the Latent Transition Analysis, initial probabilities show the Modest profile had the highest probability of membership at pre-test (55.67%, N=719), followed by the Positive (29.49%, N=766) and Negative (14.85%, N=150) profiles. Youths in the negative profile had a 21.38% probability of moving to the Modest profile and a 9.96% chance to the Positive profile. Similarly, those in the Modest profile had a 16.87% likelihood of transitioning to the Positive profile, indicating improvement to youth well-being following camp attendance. The proportion of youth in the Positive Group increased from 46.6% to 72.0%, while the Negative Group declined from 9.1% to 6.5%. A significant Chi-square result (χ² = 164.865, p < .001) confirmed meaningful shifts in group membership, highlighting the intervention's positive and multidimensional impact.
Discussion. The intervention provided a supportive environment for sibling interactions by concurrently reducing conflict, enhancing sibling support, and strengthening youth resilience. Transitions between profiles emphasize the potential for brief, camp-based reunification to produce meaningful change, particularly for youth experiencing relational challenges. Findings also highlight the importance of adopting a person-centered approach to data analysis and intervention delivery.
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