This annotation briefly reviews the history of artificial intelligence and machine learning in health care and orthopaedics, and considers the role it will have in the future, particularly with reference to statistical analyses involving large datasets. Cite this article:
Initial treatment of traumatic spinal cord injury remains as controversial in 2023 as it was in the early 19th century, when Sir Astley Cooper and Sir Charles Bell debated the merits or otherwise of surgery to relieve cord compression. There has been a lack of high-class evidence for early surgery, despite which expeditious intervention has become the surgical norm. This evidence deficit has been progressively addressed in the last decade and more modern statistical methods have been used to clarify some of the issues, which is demonstrated by the results of the SCI-POEM trial. However, there has never been a properly conducted trial of surgery versus active conservative care. As a result, it is still not known whether early surgery or active physiological management of the unstable injured spinal cord offers the better chance for recovery. Surgeons who care for patients with traumatic spinal cord injuries in the acute setting should be aware of the arguments on all sides of the debate, a summary of which this annotation presents. Cite this article:
Artificial intelligence and machine-learning analytics have gained extensive popularity in recent years due to their clinically relevant applications. A wide range of proof-of-concept studies have demonstrated the ability of these analyses to personalize risk prediction, detect implant specifics from imaging, and monitor and assess patient movement and recovery. Though these applications are exciting and could potentially influence practice, it is imperative to understand when these analyses are indicated and where the data are derived from, prior to investing resources and confidence into the results and conclusions. In this article, we review the current benefits and potential limitations of machine-learning for the orthopaedic surgeon with a specific emphasis on data quality.
Periprosthetic joint infection (PJI) remains a challenging complication
following total hip arthroplasty (THA). It is associated with high
levels of morbidity, mortality and expense. Guidelines and protocols
exist for the management of culture-positive patients. Managing
culture-negative patients with a PJI poses a greater challenge to
surgeons and the wider multidisciplinary team as clear guidance
is lacking. We aimed to compare the outcomes of treatment for 50 consecutive
culture-negative and 50 consecutive culture-positive patients who
underwent two-stage revision THA for chronic infection with a minimum
follow-up of five years.Aims
Patients and Methods
Treatment guidelines for atypical femoral fractures associated
with bisphosphonates have not been established. We conducted a systematic
review of the treatment of atypical femoral fractures first, to
evaluate the outcomes of surgical fixation of complete atypical fractures
and secondly, to assess whether prophylactic surgery is necessary
for incomplete atypical fractures. Case reports and series were identified from the PubMed database
and were included if they described the treatment of atypical femoral
fractures. In total, 77 publications met our inclusion criteria
and 733 patients with 834 atypical complete or incomplete femoral fractures
were identified.Aims
Materials and Methods
The optimal treatment for independent patients with a displaced
intracapsular fracture of the hip remains controversial. The recognised
alternatives are hemiarthroplasty and total hip arthroplasty. At
present there is no established standard of care, with both types
of arthroplasty being used in many centres. We conducted a feasibility study comparing the clinical effectiveness
of a dual mobility acetabular component compared with standard polyethylene
component in total hip arthroplasty for independent patients with
a displaced intracapsular fracture of the hip, for a 12-month period
beginning in June 2013. The primary outcome was the risk of dislocation
one year post-operatively. Secondary outcome measures were EuroQol
5 Dimensions, ICEpop CAPability measure for Older people, Oxford
hip score, mortality and re-operation.Aims
Patients and Methods
Despite being one of the most common orthopaedic
operations, it is still not known how many arthroscopies of the knee
must be performed during training in order to develop the skills
required to become a Consultant. A total of 54 subjects were divided
into five groups according to clinical experience: Novices (n =
10), Junior trainees (n = 10), Registrars (n = 18), Fellows (n =
10) and Consultants (n = 6). After viewing an instructional presentation,
each subject performed a simple diagnostic arthroscopy of the knee
on a simulator with visualisation and probing of ten anatomical
landmarks. Performance was assessed using a validated global rating
scale (GRS). Comparisons were made against clinical experience measured
by the number of arthroscopies which had been undertaken, and ROC
curve analysis was used to determine the number of procedures needed
to perform at the level of the Consultants. There were marked differences between the groups. There was significant
improvement in performance with increasing experience (p <
0.05). ROC curve analysis identified that approximately 170 procedures
were required to achieve the level of skills of a Consultant. We suggest that this approach to identify what represents the
level of surgical skills of a Consultant should be used more widely
so that standards of training are maintained through the development
of an evidenced-based curriculum. Cite this article:
There is a trend towards the use of double-bundle techniques for the reconstruction of the anterior cruciate ligament. This has not been substantiated scientifically. The functional outcome of these techniques is equivalent to that of single-bundle methods. The main advantage of a double-bundle rather than a single-bundle reconstruction should be a better rotational stability, but the validity and accuracy of systems for the measurement of rotational stability have not been confirmed. Despite the enthusiasm of surgeons for the double-bundle technique, reconstruction with a single-bundle should remain the standard method for managing deficiency of the anterior cruciate ligament until strong evidence in favour of the use of the double-bundle method is available.
The aim of this study was to determine whether the foundation programme for junior doctors, implemented across the United Kingdom in 2005, provides adequate training in musculoskeletal medicine. We recruited 112 doctors on completion of their foundation programme and assessed them using the Freedman and Bernstein musculoskeletal examination tool. Only 8.9% passed the assessment. Those with exposure to orthopaedics, with a career interest in orthopaedics, and who felt that they had gained adequate exposure to musculoskeletal medicine obtained significantly higher scores. Those interested in general practice as a career obtained significantly lower scores. Only 15% had any exposure to orthopaedics during the foundation programme and only 13% felt they had adequate exposure to musculoskeletal medicine. The foundation programme currently provides inadequate training in musculoskeletal medicine. The quality and quantity of exposure to musculoskeletal medicine during the foundation programme must be improved.
