An objective technological solution for tracking adherence to at-home shoulder physiotherapy is important for improving patient engagement and rehabilitation outcomes, but remains a significant challenge. The aim of this research was to evaluate performance of machine-learning (ML) methodologies for detecting and classifying inertial data collected during in-clinic and at-home shoulder physiotherapy exercise. A smartwatch was used to collect inertial data from 42 patients performing shoulder physiotherapy exercises for rotator cuff injuries in both in-clinic and at-home settings. A two-stage ML approach was used to detect out-of-distribution (OOD) data (to remove non-exercise data) and subsequently for classification of exercises. We evaluated the performance impact of grouping exercises by motion type, inclusion of non-exercise data for algorithm training, and a patient-specific approach to exercise classification. Algorithm performance was evaluated using both in-clinic and at-home data.Aims
Methods
The ceramic-on-ceramic strategy in acetabular revision faces potential limitations due to the femoral stem, as the implantation of ceramic ball head on a previously used taper is not recommended. Delta (r) ball heads with titanium sleeves have been proposed to avoid femoral revision. The study reports a minimum 3 years follow-up experience using this strategy. This series report 42 revisions (16 metal-on-metal and 26 PE THA) in 39 patients (mean age 59.2 years, mean BMI 25). The 12-14, 5°46 sleeves were used in 24 cases and 10-12, 6° in 18 cases. (32mm ball head in 26 cases and 36 mm in 16 cases). Titanium serum level has been studied to detect the potential release from the sleeve-taper interface.Introduction
Materials and Methods
Intraoperative assessment of knee kinematics should help surgeons optimizing total knee replacement. The purpose of this work was to validate information delivered by an adapted navigation system in 10 healthy cadaver knees and to investigate kinematics of 10 osteoarthritic (OA) knees in patients undergoing total knee replacement. The system displayed the magnitude of axial rotation, the position of the instantaneous centre of axial rotation and the displacements of the condyles. Successive cycles from full extension to 140° of fiexion in the same knee produced a mean external rotation of 19.7±10°, which was correlated to knee fiexion (r=0,60±0.2 in healthy knees, r=0.79±0.14 in OA knees). The center of axial rotation migrated posteriorly an average of 8.2 mm in both groups. The posterior displacements were 4.0 ±5.4 mm in healthy and 5±6.3 mm in OA knees for the medial condyle, and 20.9±9.1 mm in healthy and 20.3±10 mm in OA knees for the lateral condyle. The medial condyle lifted off beyond 110° of fiexion. Results in healthy knees were consistent with those obtained using fiuoroscopy and dynamic MRI. The kinematics of healthy and of OA knees with an intact anterior cruciate ligament did not differ significantly.
Aim of this study was to compare the postoperative range of motion of three types of total knee replacements. They were 72 posterior cruciate ligament retaining knee prostheses (group I), 61 postero-stabilized (group II), 52 ultracongruent plates (group III). Inclusion criteria were primary arthritis with varus deformity inferior to 15 degrees (°), no previous surgery on the knee, body mass index inferior to 35, preoperative flexion superior to 110°. All prostheses were performed with the same ancillary with one unique surgeon (DH). Recovery and analgesia protocols were similar in the three groups. Mobility was measured using a goniometer. Continuous data were tested for normal distribution using Kolmogorov-Smirnov test. Normally distributed data were analyzed with two tailed t-tests, whereas non-parametric data were analyzed with Mann-Whitney U test. Statistical significance was set at p <
0.05. At 2 years follow-up, the group I demonstrated a mean flexion of 121.8° in preoperative period and 110.3° in postoperative period. They were respectively of 121.3 and 122.2° in the group II. Regarding group III, they were 121.6 °preoperatively and 118.4° postoperatively. Results were significant (p<
0.05) between groups I and II, and groups I and III. No statistic correlation was found between need of mobilisation under general anesthesia (p>
0.05), flexum (p>
0.05), knee score (p>
0.05), patient satisfaction depending on type of prostheses (p>
0.05). Posterior cruciate ligament removal tends to offer a best postoperative flexion without significant influence on the knee score or patient satisfaction.
Anterior approaches have been suggested for THP revision in order to reduce dislocation rate. However, the exposure is considered to be more strenuous. The goal of the study was to evaluate if anterior approach in lateral position may improve the exposure. From 2005 to 2007, 47 patients underwent THP revision, 34 times on the acetabular side, 2 times on the femoral side and 11 patients had a bipolar revision. Mean age was 64 years and mean BMI was 23. Patients were positioned on the lateral side and had an antero-lateral approach. During the femoral procedure, the leg was placed in a sterile bag stuck on the lateral side in order to optimize the exposure by positioning the femur in adduction and posterior translation. Acetabular and femoral exposures were achieved correctly in all the cases allowing to perform all the revisions using this technique and no additional approach was needed in any patient. Antero-posterior femorotomies were performed in 7 patients for stem replacement and cement extraction, without any specific complication. Early post-operative anterior dislocations occurred in 2 patients who underwent monopolar cup revision. Dislocation was explained by an excessive anteversion of the remaining stems. 2 patients had an incomplete and transitory sciatic deficiency due to excessive posterior translation of the femoral head in the sciatic notch. Using this technique, THP revision seems to be achievable even in complicated cases requiring stem revision and femorotomy. Dislocation rate was low; however a larger cohort is needed to confirm these preliminary results.
The new technology using femoral heads with sleeves allows conservative procedures for revision hip arthroplasty. The implantation of classical ceramic heads on a previously used femoral taper is not recommanded. When there is no loosening of the femoral implant, the use of sleeves is a good solution for using an alumine on alumine couple, specially in young and active patients.
In 13 patients the revision was performed for a loosening and a wear of the PHE cup with osteolysis (4 zyrcon and 9 chrome-cobalt heads). The mean age was 49 years for the metal on metal revisions (36 to 75) and 54 years for the prosthesis using a polyethylen socket. Cementless cups were implanted using XLW delta alumina inserts. The 32 mm delta alumina sleeved heads were adjusted on the existing femoral 12–14 tapers. Patients were evaluated preoperatively and followed-up with clinical and radiological examinations.
Concerning the metal on metal revisions, the aseptic loosening of the socket was combined with high rates of cobalt and chromium serum levels. Mean delay before revision was 4 years (2 to 11). Unipolar acetabular revisions were only decided after a carefull inspection of the remaining stems to detect any taper alteration or impingement lesions. Postoperative cobalt and chromium serum levels significantly decreased postoperatively. Concerning the metal on PHE and the zyrcon on PHE revisions, the mean delay before revison was 11 years (4 to 21). At this short follow up, we did not notice any parasitic impingement due to the additional sleeve or any ceramic fracture or squeaking. The radiographic results did not demonstrate acetabular loosening, osteolysis, or femoral abnormalities.
Conclusions: Complications observed with encased patellar components differ from the better known apposed prostheses.