Studying variables affecting the length of stay in patients with lower limb fractures by means of Machine Learning

2021 ◽  
Author(s):  
Ylenia Colella ◽  
Arianna Scala ◽  
Chiara De Lauri ◽  
Francesco Bruno ◽  
Giuseppe Cesarelli ◽  
...  
Author(s):  
J. Mingo-Robinet ◽  
J.A. Alonso ◽  
M. Moreno-Barrero ◽  
L. González-García ◽  
V. Garcia-Virto ◽  
...  

2000 ◽  
Vol 35 (6) ◽  
pp. 851
Author(s):  
Tae Woo Park ◽  
Sung Do Cho ◽  
Yong Sun Cho ◽  
Bum Soo Kim ◽  
Soon Woo Hong ◽  
...  

2004 ◽  
Vol 92 (11) ◽  
pp. 1166-1167 ◽  
Author(s):  
Francesco Dentali ◽  
Davide Imberti ◽  
Walter Ageno

2019 ◽  
Vol 10 (6) ◽  
pp. 715-719
Author(s):  
Lars Ung ◽  
Malte Ohlmeier ◽  
Birger Jettkant ◽  
Dennis Grasmücke ◽  
Mirko Aach ◽  
...  

Study Design: Retrospective observational study. Objectives: To analyze the clinical and radiological outcomes of lower limb fractures following surgical treatment in patients with chronic spinal cord injury (SCI). Methods: Between January 2003 and December 2015, 102 chronic SCI patients with a lower limb fracture were surgically treated at our hospital. A total of 58 patients met the inclusion criteria and were recruited for final analysis. Patients with 2-stage procedure or incomplete clinical records with lost-to-follow-up were excluded from the study. Patients were divided into 2 groups (group 1= internal fixation; group 2 = external fixation). Primary outcome measures were to identify the number of nonunions via Kaplan-Meier analysis and the time to bone consolidation. The diagnosis of a pseudarthrosis was made after more than 180 days of consolidation time. Considering the Kaplan-Meier analysis, pseudarthrosis was interpreted as treatment failure. Secondary outcome measure was to evaluate the complication rate with special focus on heterotopic ossification. Results: A total of 58 chronic SCI patients with closed bone fractures were included in this study. Fifty-two fractures (88%) were simple and 7 (12%) were complex (type C) fractures according to AO classification. The majority of patients (34 cases, 59%) developed femur fractures followed by 24 tibial fractures (41%). Seventeen patients received an external (29%) and 41 an internal fixation (71%). Bone consolidation was reported in 31 patients (53%) with a mean time interval of bone consolidation after 97 days (range from 45 to 160 days; SD = 30). The reported nonunion (pseudarthrosis) rate was 47%. Comparing the internal group (n = 15 patients) versus the external group (n = 14), we could not find any significant difference ( P = .939) concerning the bone consolidation time. The Kaplan-Meier analysis showed a 75% cumulative survivorship at 120 days (internal group) versus 111 days (external group). Most common postoperative complications occurred in the internal fixation group with Wound infections being predominantly observed (10%), followed by heterotopic ossifications (8%). Conclusions: Our results show that surgical treatment of lower limb fractures in chronic SCI patients is a challenging treatment with a high pseudarthrosis rate in both groups. The complication rate seems to be lower in the patients treated with external fixation. As a clinical recommendation, longer implants should be used for a stable osteosynthesis since SCI patients seem to have a higher load on the osteosynthesis material due to missing sensomotoric feedback.


2020 ◽  
Vol 28 (1) ◽  
pp. 230949902090755
Author(s):  
Christina Marie Joseph ◽  
Thilak Samuel Jepegnanam ◽  
Boopalan Ramasamy ◽  
Vinoo Mathew Cherian ◽  
Manasseh Nithyananth ◽  
...  

Purpose: To prospectively evaluate whether time to debridement has any correlation with union, infection, and quality of life in high-grade lower limb fractures in a tropical setting. Methods: A prospective cohort study was conducted at a tertiary care center in South India. Two hundred fifty-four adult skeletally mature patients with 301 grade 3 fractures involving the femur, tibia, or fibula were recruited. The cohort was empirically divided into two groups (early and late) based on the time to debridement (less than or more than 12 h from injury). Outcome: The primary outcome was nonunion. Secondary outcomes were deep infection rates and patients’ quality of life. Short form-36 (SF-36) and short musculoskeletal functional assessment (SMFA) questionnaires were also used. Patients were followed up for 9 months. Results: The follow-up rate was 93%. The late group had a significantly higher risk of nonunion (odds ratio(OR): 6.5, 95% confidence interval (CI): 2.82–14.95) and infections (OR: 6.05, 95% CI: 2.85–12.82). There was a 4% increase in the infection risk for each hour of delay for the initial 50 h ( p < 0.0001). SF-36 and SMFA scores were superior in the early group ( p < 0.0001). Conclusion: The study contradicts findings reported in the literature from the West. Our study was in agreement with our hypothesis and proved that debridement within 12 h resulted in significantly lower rates of nonunion and infections and an overall improved quality of life in high-grade open lower limb fractures in a developing country. Level of evidence: Level II Trial registration: German Clinical Trials Register DRKS00015186


Sign in / Sign up

Export Citation Format

Share Document