In the field of geriatric orthopedics, the correlation between Clinical Frailty Scale (CFS) assessment and postoperative outcomes in elderly trimalleolar fracture patients remains a critical area of investigation. The retrospective study by Zhou et al. examines this relationship through postoperative complication analysis. While this research contributes valuable insights into frailty's impact on surgical outcomes, it presents several methodological limitations that warrant careful examination. This commentary highlights critical oversights in fracture classification standardization, particularly the absence of validated tools such as AO/OTA and Tscherne classifications, which potentially compromise the study's reliability and clinical applicability. Additionally, the insufficient consideration of soft tissue damage assessment and various confounding factors, including socioeconomic and psychosocial variables, limits the study's generalizability. The commentary proposes methodological improvements through standardized classification systems, comprehensive tissue evaluation protocols, and detailed subgroup analyses. These recommendations aim to enhance future research design and strengthen the evidence base for managing elderly trimalleolar fracture patients, ultimately advancing clinical practice in geriatric orthopedic trauma.