Artificial Intelligence (AI) is becoming more powerful but is barely used to counter the growth in health care burden. AI applications to increase efficiency in orthopedics are rare. We questioned if (1) we could train machine learning (ML) algorithms, based on answers from digitalized history taking questionnaires, to predict treatment of hip osteoartritis (either conservative or surgical); (2) such an algorithm could streamline clinical consultation. Multiple ML models were trained on 600 annotated (80% training, 20% test) digital history taking questionnaires, acquired before consultation. Best performing models, based on balanced accuracy and optimized automated hyperparameter tuning, were build into our daily clinical orthopedic practice. Fifty patients with hip complaints (>45 years) were prospectively predicted and planned (partly blinded, partly unblinded) for consultation with the
In the field of hand surgery,
Among the advanced technology developed and tested for orthopaedic surgery, the Rizzoli (IOR) has a long experience on custom-made design and implant of devices for joint and bone replacements. This follows the recent advancements in additive manufacturing, which now allows to obtain products also in metal alloy by deposition of material layer-by-layer according to a digital model. The process starts from medical image, goes through anatomical modelling, prosthesis design, prototyping, and final production in 3D printers and in case post-production. These devices have demonstrated already to be accurate enough to address properly the specific needs and conditions of the patient and of his/her
The primary purpose of this longitudinal study was to examine the impact of physical and mental well-being on a successful return to work after cartilage or ligament knee injury. A secondary purpose was to examine the effectiveness of our program regarding ordering imaging (plain X-rays, US, MRI, CT scan), and the impact that costly investigations made in clinical management. Workers who had sustained a work-related knee injury and were assessed at the lower extremity specialty clinic of our hospital program were followed up until they were discharged. All patients completed the numeric pain rating scale (NPRS), the Lower Extremity Functional Scale (LEFS), and the Hospital Anxiety and Depression Scale (HADS) on the initial assessment and at final follow-up. We included 30 patients, mean age, 50(9), 11(37%) females, 19(63%) males. The most common mechanisms of injury were twisting (13, 45%) and falls (12, 41%). The knee injuries included 10 anterior collateral ligament (ACL), 3 posterior collateral ligament (PCL), 19 medical and lateral ligament injuries, and 22 meniscus injuries with some injuries overlapping. Ten patients (30%) underwent surgery (8 meniscectomy, two ligamentous repairs). Patients showed improvement in pain scores (p<0.0001) and the LEFS scores (p=0.004). Seventeen patients (57%) returned to full-time work and 11 (37%) were not working at the time of discharge with one patient performing part-time work, and one on re-training. Higher levels of pre (p=0.02) and post-treatment (p=0.03) depression and post-treatment anxiety (p=0.02) had a negative impact on a successful return to work. Most clients had proper investigations ordered by their family
Foot pain and related problems are quite common in the community. It is reported that 24% of individuals older than 45 experienced foot pain. Also, it is stated that at least two thirds of individuals experiences moderate physical disability due to foot problems. In the absence of evaluation of risk factors such as limited ankle dorsiflexion in the early period of the diseases (Plantar fasciitis, Achilles Tendinopathy e.g.) and the lack of mobile systems with portable remote access, foot pain becomes refractory/chronic foot pain, secondary pathologies and ends with workload of 1., 2. and 3rd level healthcare services. In the literature, manuel and dijital methods have been used to analyze the ankle range of motion (ROM). These studies are generally based on placing protractors on the image and / or angle detection from inclination measurement by using the gyroscope sensor of the mobile device. Some of these applications are effective and they are designed to be suitable for measuring in a clinical setting by a
Adductor strain is a common injury among football players. The adductor muscle group contains the three adductor muscles. (adductor longus, magnus and brevis) Adductor longus muscle is a triangular-shaped long muscle. This muscle originates from the superior ramus of the pubic bone and inserted into the middle part of the linea aspera. Adductor longus muscle is the most commonly injured muscle of adductors. Sudden acceleration, jumping, stretching, and kicking the ball are common causes of an adductor injury. Adductor muscle strains can result in missed playing time for football players. We present a 26-year-old man soccer player with pain in the left groin and proximal thigh. The symptoms had started during training and after kicking the ball with left foot (dominant side), he felt an acute pain in the groin region and proximal thigh. Despite the injury, he managed to finish the training. The team
Chronic low back pain (cLBP) is a complex, multifaceted disorder where biological, psychological, and social factors affect its onset and trajectory. Consequently, cLBP encompasses many different disease variants, with multiple patient-specific mechanisms. The goal of NIH Back Pain Consortium (BACPAC) Research Program is to develop understanding of cLBP mechanisms and to develop algorithms that optimally match specific treatments to individual patients. To accomplish this, one research activity of BACPAC is to develop theoretical models for chronic low back pain based on the current state of knowledge in the scientific community, and to interrogate the relationships implied by the theoretical models using data generated by or available to BACPAC. The models consider biopsychosocial perspectives, and encompass both peripheral (i.e. low back) and central (i.e. spinal and supra-spinal) factors as well as proposed mechanisms of action of cLBP treatments. However, absent explanations, models/algorithms may fall short of regulatory requirements and clinician expectations, and ultimately may not be embraced by
The ankle radiograph is a commonly requested investigation as the ankle joint is commonly injured. Each radiograph exposes 0.01 mSv of radiation to the patient that is equivalent to 1.5 days of natural background radiation [1]. The aim of the clinical audit was to use the Ottawa Ankle Rule to attempt to reduce the number of ankle radiographs taken in patients with acute ankle injuries and hence reduce the dose of ionising radiation the patient receives. A retrospective audit was undertaken. 123 ankle radiograph requests and radiographs taken between May and July 2018 were evaluated. Each ankle radiograph request including patient history and clinical examination was graded against the Ottawa Ankle Rule. The rule states that 1 point(s) indicates radiograph series; (1) malleolar and/or midfoot pain; (1) tenderness over the posterior 6cm or tip of the lateral or medial malleolus (ankle); (1) tenderness over the navicular or the base of the fifth metatarsal (foot); (1) unable to take four steps both immediately and in the emergency department [2]. Patients who score 0 do not need radiograph series. Each radiograph was reviewed if a fracture was present or not. The clinical audit identified 14 true positives where the Ottawa Ankle Rule scored 1 and the patient had an ankle fracture, and 2 false negatives (sensitivity 88%). There were 81 false positives, and 23 true negatives (specificity 22%). Therefore, a total of 23/123 ankle radiographs were unnecessary which is equivalent to 34.5 days of background radiation. The negative predictive value of the Ottawa Ankle Rule in this audit was 92%. The low rate of Ottawa rule utilisation may unnecessarily cause patient harm that should be addressed. An educational intervention with
Patients undergoing hip resurfacing arthroplasty (HRA) is typically reserved for highly active patients. Patient Reported Outcome Measures (PROMs) such as the Oxford Hip Score (OHS) are reported to have ceiling effects, which may limit
Summary Statement. The purpose is to evaluate the effects of internet usage on new patient referral patterns to identify optimal patient recruitment and communication. Overall, social networking and internet may be an effective way for surgeons to recruit a wider patient population. Introduction. Prior studies in other medical specialties have shown that social networking and internet usage has become an increasingly important means of patient communication and referral. However, this information is lacking in the orthopaedics literature. In this study, we evaluate the means by which new patients arrive at orthopaedic clinics in a major academic center. The purpose is to evaluate the effects of internet or social media usage on new patient referral patterns to identify avenues to optimise patient recruitment and communication. Patients and Methods. New patients were recruited in a major academic orthopaedic clinic to complete a 15-item questionnaire with demographic information, social media use/networking and referral method. Data was collected for all orthopaedic sub-specialties and analyzed accordingly. Statistical analysis was performed. Results. Of the 752 responses, there were 66% female and 34% male responses. Responses were obtained from hand (142), sports medicine (303), foot and ankle (129), joints/tumor (95) and trauma (83) services. Overall, 51% report using social networking sites such as Facebook or Twitter. Of the patients that report not using social network sites, 92% are over the age of 40. Joints/tumor patients most commonly had seen another orthopaedic surgeon prior to their visit (59%) and had prior surgery (42%). Most patients traveled under 60 miles and were referred by their primary care physicians. Between 18–26% of all patients used a
A rotator cuff tear is one of the most common traumatic and degenerative tendon injuries resulting in over 4.5 million
The widespread dissemination of high-quality research facilitates keeping up to date with evidence-based practice, but the vast quantity can be overwhelming to
Background. Narcotics are commonly prescribed for pain control of orthopedic trauma but injury pattern and severity, in addition to patient factors, result in varying dosing requirements. These factors, coupled with increasing pressure to reduce narcotic consumption, highlight the importance of narcotic stewardship and comprehension of patient factors leading to higher pain control demands. The purpose of this study is to understand whether or not narcotic consumption is greater in patients who present to the emergency department with positive drug screen (utox) for illicit substances. Methods. We performed a retrospective chart review of 300 consecutive trauma activations during the 2015 calendar year. Of the patient cohort, 226 patients received a utox screen which represents the cohort for this study. Utox screen included amphetamines, barbiturates, benzodiazepines, cocaine, ethanol, methadone, phencyclidine, and tetrahydrocannabinol. Opioids given hospital stay were converted to oral morphine equivalents using ratios available in the current literature. The average daily equivalent was calculated for their total hospital stay and recorded. Patient injury severity score (ISS), age, gender, length of stay, readmission rates were also recorded. Statistical comparisons were made using SPSS version 23 (IBM, Aramonk, NY). Data distributions were examined with the Shapiro-Wilk test of normality between group comparisons were made with Mann Whitney U tests. Chi squared test was used to evaluate categorical data. Significance was set at p=0.05. Results. There were 108 (48%) positive utox tests of the 226 that received a utox test. There was no difference in gender distribution or age between the 2 groups. The calculated morphine equivalent consumption of the positive utox patient cohort was compared against the negative utox group. The median daily oral morphine equivalents in the positive utox group was 23.85 versus 12.05 for those with a negative utox screen. This was found to be statistically significant with a p value of 0.014. The average length of stay for the positive utox group was 3 days versus 2 days for the negative utox group. This also was statistically significant with a p value of 0.009. There was no statistical significance for ISS (5 in utox positive versus 5 in utox negative patients) nor was there any significance found in the rate of readmissions. Discussion. Our study shows that infividuals found to have positive utox screening for illicit drug use require more opioids for pain control and have longer hospital stays. These increased resource requirements exist despite no statistically significant difference in ISS. The high rate of positive findings and differences in patient clinical course support continued utox screening in trauma activation patients. When treating these patients,
Newer irreversible oral anticoagulants such as rivaroxaban, a direct factor 10a inhibitor, are increasingly employed to prevent thromboembolic events in atrial fibrillation (AF) patients, and to manage venous thromboembolism (VTE). Unlike warfarin, these agents require no monitoring and involve infrequent dose adjustment. We report the case of a patient treated with rivaroxaban for AF. Patient presented with unprovoked sudden onset right shoulder pain which clinically resembled shoulder haemarthrosis. A single case was anonymised and retrospectively reviewed through examination of clinical and radiographic data. A 70 year old female with known AF presented to Accident and Emergency with sudden onset of right shoulder pain and limited movement, which developed over one hour. The pain was constant, localised to the shoulder and without trauma. Past medical history included severe aortic regurgitation and associated thoracic aortic aneurysm, heart failure, atrial fibrillation and hypertension. Observations were normal upon admission with no haemodynamic compromise or pyrexia. Examining the right shoulder demonstrated distension of shoulder joint capsule, tenderness and a reduced range of movement. Temperature and neurovascular status in the right arm were normal. Investigations upon admission included an INR of 1.2. An anteroposterior right shoulder radiograph showed no evidence of fracture. Patient was managed conservatively with simple oral analgesia. Importantly, rivaroxaban was withheld for 5 days and symptoms resolved. Warfarin therapy was subsequently commenced instead as treatment for AF. Patient was discharged one week later and seen in clinic two weeks post-discharge. A full recovery occurred and with a full range of movement in the right shoulder. In the UK, current National Institute for Health and Care Excellence (NICE) guidelines recommend the use of factor 10a inhibitors, for prevention of stroke in AF patients, and following elective total hip and knee replacement operations to prevent VTE. In turn, rivaroxaban is increasingly prescribed as first line therapy. Whereas warfarin has a documented association with haemarthrosis, there is no primary literature evaluating the incidence of factor 10a therapy associated haemarthrosis. In our case, the unprovoked shoulder haemarthrosis resolved following rivaroxaban cessation. In comparison with warfarin, rivaroxaban is irreversible. With warfarin and a high INR, vitamin K can be used to reverse the anticoagulation. There is no equivalent for rivaroxaban. We suggest further studies into incidence of haemarthrosis associated with oral anticoagulant therapy be undertaken, and treating
To evaluate if young patients have a poorer functional outcome following Total Knee Arthroplasty surgery. Database of 700 consecutive Total Knee Arthroplasty patients from Scotland, UK was collected with Oxford Knee scores and American Knee Society Scores both pre-operatively and at sequential follow up reviews (PFC database, DePuy). Complication data was also collated. Patients were then age stratified into below 55, 56–64, 65–74 and over 75 groups. Analysis was performed using General Linear Model ANOVA (Minitab v10) comparing functional score change between pre operative and 2 year score data. No statistical difference was identified between the patient age groups and change in functional outcome scores (AKSS p=0.994; OKS p=0.368). All groups showed an improvement in functional scores over the 2 year period using both patients assessed (OKU) and
Frail patients with neck of femur fracture, amongst other medical problems, are frequently fast-tracked to orthopaedic wards to meet government A&E waiting time targets. This is a second cycle of audit since 2008 examining the safety of fast-tracking following individual critical incidents. Data was collected prospectively between March and June 2011 by the first on-call orthopaedic doctor. 56 patients (12 male), average age 81.2y (50–97) were fast tracked. 52 were correctly referred as intra/extracapsular fracture, however 4 did not have a neck of femur fracture. 9 patients were transferred with no verbal referral to the receiving orthopaedic doctor. On arrival to the ward, 8 patients were found to have abnormal observations and acute medical problems requiring immediate review from the
Xiapex is a novel non-surgical intervention for the treatment of Dupuytren's contracture. It comprises a fixed-ratio mixture of two purified collagenolytic enzymes (AUX-I [clostridial type I collegenase] and AUX II [clostridial type II collagenase]) isolated from the medium of Clostridium histolyticum. Xiapex targets the contracture through the injection of enzymes into the pathologic diseased cords. The objectives of this study were to evaluate the safety and efficacy of Xiapex in patients with Dupuytren's Contracture, the recovery and associated use of health care resources. The study commenced in June 2011 and was completed in 11 months. 15 patients were screened for the study, 12 patients were eligible (10 male:2 female). All 12 patients completed the trial and 2 patients received multiple injections, one had two fingers affected and the other had two joints affected in one finger. Following screening visit to determine patient suitability, the patient received their first injection usually within 7 days. Xiapex was injected directly into the palpable cord. 24 hours after injection patients were reviewed and a “finger extension procedure” was performed if the cord had not spontaneously ruptured. Patients were then followed up at 7 days, 30 days and 6 months. Assessments at each visits included: Finger Goniometry,
Due to working time restrictions a full-shift cross-covering system is commonplace. As more than one surgeon is responsible for trauma admissions in a 24-hour period a complete handover is paramount to ensure continuity of care. The purpose of this audit was to determine whether the introduction of a formal handover/admission form would improve this continuity with regards to prescription of venous thromboembolism (VTE) prophylaxis in hip fracture patients. In Stirling Royal Infirmary chemical VTE prophylaxis for hip fracture patients is 40mg enoxaparin at 6pm unless there is a contraindication. Over a 14-day period we prospectively documented the prescription of VTE prophylaxis and doses missed under the current admissions system. Following this a proforma was introduced that was to be exchanged at handover meetings. The proforma included patients' name/details, admission ward, and tasks to be completed during clerk-in, including VTE prophylaxis prescription. Tasks outstanding at handover had to be documented and completed by the subsequent doctor. Each form was signed and dated by the receiving doctor. We subsequently re-evaluated the prescription of VTE prophylaxis in hip fracture patients. Between 1/12/10-15/12/10, 23 patients were admitted with hip fracture. 12 had appropriate VTE prophylaxis, 6 missed one dose, 4 missed two, and 1 missed three all due to failure of prescription. Following the introduction of the proforma, 12 patients were admitted with hip fractures between 31/12/10-14/1/11. All were prescribed appropriate VTE prophylaxis and missed no doses. 1 patient was on warfarin and had enoxaparin prescribed but withheld until INR< 2.0. After the introduction of a handover form VTE prophylaxis prescription vastly improved. This proforma ensured that all elements of initial management were completed allowing for
Discitis in childhood is rare. It can be difficult to diagnose, particularly in the younger child, often leading to a delay in initiation of appropriate treatment. It is not known whether it represents an infective or an inflammatory process. Our aim was to review all cases treated at a regional children's hospital since the introduction of the departmental database. A retrospective review (64,058 cases), for the period 1990-2008 was performed. 12 cases were identified (3 male/9 female), with a biphasic age distribution; eight [mean 22 months old (12-32)] and four [mean 12 years old (11-13)]. Mean time to diagnosis from onset was 22 days, (5-49). Symptoms varied with age, no one less than 28 months complained of back pain, while all over 28 months did, to a varying degree. All the younger children presented primarily with a gait abnormality. 92% (11/12) were apyrexial on admission. WBC and CRP were normal in 83% (10/12). Venous blood cultures were negative in 89% (8/9). Only ESR was mildly raised, mean 30 (10-65). Radiographs showed loss of intervertebral disc height in 91% (10/11), earliest by 10 days following onset symptoms, mean 28 days. A technetium bone scan was performed in 42% (5/12) and an MRI of the lumbar spine, in 58% (7/12). All were positive for discitis. All occurred in the lumbar spine, 50% at L3/4. Antibiotics were used in 11/12 (92%), flucloxacillin alone in the majority 9/11. One had non-steroidal medication alone. No form of brace was used. Mean follow-up was 13.3 months (2-36). In all, symptoms had resolved by mean 6.5 weeks (2-12). No recurrence was noted. The common features of childhood discitis are presented; knowledge of these may aid the
Summary. In an in vitro tendon cell model, the tendon-specific gene expression up-regulation induced by PEMF negatively correlates with field intensity; moreover repeated lower-intensity PEMF treatments (1.5 mT) provokes a higher release of anti-inflammatory cytokines respect to the single treatment. Introduction. Tendon disorders represent a diagnostic and therapeutic challenge for