To identify variables independently associated with same-day discharge (SDD) of patients following revision total knee arthroplasty (rTKA) and to develop machine learning algorithms to predict suitable candidates for outpatient rTKA. Data were obtained from the American College of Surgeons National Quality Improvement Programme (ACS-NSQIP) database from the years 2018 to 2020. Patients with elective, unilateral rTKA procedures and a total hospital length of stay between zero and four days were included. Demographic, preoperative, and intraoperative variables were analyzed. A multivariable logistic regression (MLR) model and various machine learning techniques were compared using area under the curve (AUC), calibration, and decision curve analysis. Important and significant variables were identified from the models.Aims
Methods
Blood loss during total knee replacement (TKR)
remains a significant concern. In this study, 114 patients underwent TKR,
and were divided into two groups based on whether they received
a new generation fibrin sealant intra-operatively, or a local infiltration
containing adrenaline. Groups were then compared for mean calculated
total blood volume (TBV) loss, transfusion rates, and knee range
of movement. Mean TBV loss was similar between groups: fibrin sealant
mean was 705 ml (281 to 1744), local adrenaline mean was 712 ml
(261 to 2308) (p = 0.929). Overall, significantly fewer units of
blood were transfused in the fibrin sealant group (seven units)
compared with the local adrenaline group (15 units) (p = 0.0479).
Per patient transfused, significantly fewer units of blood were transfused
in the fibrin sealant group (1.0 units) compared with the local
adrenaline group (1.67 units) (p = 0.027), suggesting that the fibrin
sealant may reduce the need for multiple unit transfusions. Knee
range of movement was similar between groups. From our results,
it appears that application of this newer fibrin sealant results
in blood loss and transfusion rates that are low and similar to
previously applied fibrin sealants. Cite this article:
