Total hip arthroplasty (THA) and total knee arthroplasty (TKA) are common orthopaedic procedures requiring postoperative radiographs to confirm implant positioning and identify complications. Artificial intelligence (AI)-based image analysis has the potential to automate this postoperative surveillance. The aim of this study was to prepare a scoping review to investigate how AI is being used in the analysis of radiographs following THA and TKA, and how accurate these tools are. The Embase, MEDLINE, and PubMed libraries were systematically searched to identify relevant articles. The Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for scoping reviews and Arksey and O’Malley framework were followed. Study quality was assessed using a modified Methodological Index for Non-Randomized Studies tool. AI performance was reported using either the area under the curve (AUC) or accuracy.Aims
Methods
Aims
Patients and Methods
We performed a meta-analysis of modern total
joint replacement (TJR) to determine the post-operative mortality and
the cause of death using different thromboprophylactic regimens
as follows: 1) no routine chemothromboprophylaxis (NRC); 2) Potent
anticoagulation (PA) (unfractionated or low-molecular-weight heparin, ximelagatran,
fondaparinux or rivaroxaban); 3) Potent anticoagulation combined
(PAC) with regional anaesthesia and/or pneumatic compression devices
(PCDs); 4) Warfarin (W); 5) Warfarin combined (WAC) with regional anaesthesia
and/or PCD; and 6) Multimodal (MM) prophylaxis, including regional
anaesthesia, PCDs and aspirin in low-risk patients. Cause of death
was classified as autopsy proven, clinically certain or unknown.
Deaths were grouped into cardiopulmonary excluding pulmonary embolism
(PE), PE, bleeding-related, gastrointestinal, central nervous system,
and others (miscellaneous). Meta-analysis based on fixed effects
or random effects models was used for pooling incidence data. In all, 70 studies were included (99 441 patients; 373 deaths).
The mortality was lowest in the MM (0.2%) and WC (0.2%) groups.
The most frequent cause of death was cardiopulmonary (47.9%), followed
by PE (25.4%) and bleeding (8.9%). The proportion of deaths due
to PE was not significantly affected by the thromboprophylaxis regimen (PA, 35.5%;
PAC, 28%; MM, 23.2%; and NRC, 16.3%). Fatal bleeding was higher
in groups relying on the use of anticoagulation (W, 33.8%; PA, 9.4%;
PAC, 10.8%) but the differences were not statistically significant. Our study demonstrated that the routine use of PA does not reduce
the overall mortality or the proportion of deaths due to PE.