Development of a Deep Learning Model for Retinal Hemorrhage Detection on Head Computed Tomography in Young Children.

Importance: Abusive head trauma (AHT) in children is often missed in medical encounters, and retinal hemorrhage (RH) is considered strong evidence for AHT. Although head computed tomography (CT) is obtained routinely, all but exceptionally large RHs are undetectable on CT images in children. Objective: To examine whether deep learning-based image analysis can detect RH on pediatric head CT. Design, Setting, and Participants: This diagnostic study included 301 patients diagnosed with AHT who underwent head CT and dilated fundoscopic examinations at a quaternary care children's hospital. The study assessed a deep learning model using axial slices from 218 segmented globes with RH and 384 globes without RH between May 1, 2007, and March 31, 2021. Two additional light gradient boosting machine (GBM) models were assessed: one that used demographic characteristics and common brain findings in AHT and another that combined the deep learning model's risk prediction plus the same demographic characteristics and brain findings. Main Outcomes and Measures: Sensitivity (recall), specificity, precision, accuracy, F1 score, and area under the curve (AUC) for each model predicting the presence or absence of RH in globes were assessed. Globe regions that influenced the deep learning model predictions were visualized in saliency maps. The contributions of demographic and standard CT features were assessed by Shapley additive explanation. Results: The final study population included 301 patients (187 [62.1%] male; median [range] age, 4.6 [0.1-35.8] months). A total of 120 patients (39.9%) had RH on fundoscopic examinations. The deep learning model performed as follows: sensitivity, 79.6%; specificity, 79.2%; positive predictive value (precision), 68.6%; negative predictive value, 87.1%; accuracy, 79.3%; F1 score, 73.7%; and AUC, 0.83 (95% CI, 0.75-0.91). The AUCs were 0.80 (95% CI, 0.69-0.91) for the general light GBM model and 0.86 (95% CI, 0.79-0.93) for the combined light GBM model. Sensitivities of all models were similar, whereas the specificities of the deep learning and combined light GBM models were higher than those of the light GBM model. Conclusions and Relevance: The findings of this diagnostic study indicate that a deep learning-based image analysis of globes on pediatric head CTs can predict the presence of RH. After prospective external validation, a deep learning model incorporated into CT image analysis software could calibrate clinical suspicion for AHT and provide decision support for which patients urgently need fundoscopic examinations.

Is Cemented Bipolar Hemiarthroplasty Good Choice For Unstable Intertrochanteric Fractures In Elderly: Multicentric Prospective Study At Karachi.

Background: To analyse the functional outcome of primary cemented bipolar hemi arthroplasty (PCBH) for unstable osteoporotic intertrochanteric femur fractures in elderly patients. Methods: : It was a multicentre prospective study conducted at Institute of Orthopaedics & Surgery, Medicare Cardiac & General Hospital and Dr Ruth K M Pfau Civil Hospital Karachi, Pakistan from February 2015 to July 2020. Thirty-eight patients of 60-90 years of either gender diagnosed as close UIF, severe osteoporosis as per Singh index grade ≤3, time since injury <2 weeks, ASA status II & III and pre-injury independent walking were enrolled in this study. All patients with UIF underwent PCBH. The radiographs were performed before surgery and at intervals postoperatively. All patients were requested to come for follow up visits at 2 weeks, 4 weeks, 3 months, 6 months 1 year and then at 3 years to assess the functional outcome of patients. At first postoperative day check X-rays taken and rehabilitation started as per institutional rehabilitation protocol, at 2-week stiches removed, at 4 weeks' x-ray was done and all the patients were followed for 3 years. The primary outcomes were noted using Harris Hip Score (HHS) for the functional outcome assessed at the end of 1 year and at final follow up. Results: The mean age of the study participants was 68.29±8.04 years. One male (2.6%) died at 6th month, then 2 females (5.2%) patients died at 1 year and 2 females (5.2%) patients died at the end of 3 years due to multiple comorbid conditions. During 1st year 3 patients (7.4%) developed DVT and 4 patients (10.5%) having diabetes and hypertension developed superficial wound infection. The mean Harris Hip Score between time points which indicated that the mean Harris Hip Score significantly improve over the period of time (p=0.001). Post hoc tests revealed that there were statistically significant differences between each time points (p<0.05). The functional outcome at 3 years, shown, one patient had excellent outcome, 24 patients had good outcome and 8 had fair outcome, respectively. Conclusion: The Primary Cemented Bipolar Hemiarthoplasty is a good choice of treatment in terms of reasonable functional outcome such as early mobilization and associated with less post-operative complications in elderly patients of UIF.

The role of noninvasive diagnostic imaging in monitoring pregnancy and detecting patients at risk for preterm birth: a review of quantitative approaches.

Preterm birth (PTB) is the leading cause of neonatal morbidity and mortality worldwide. The ability to predict patients at risk for preterm birth remains a major health challenge. The currently available clinical diagnostics such as cervical length and fetal fibronectin may detect only up to 30% of patients who eventually experience a spontaneous preterm birth. This paper reviews ongoing efforts to improve the ability to conduct a risk assessment for preterm birth. In particular, this work focuses on quantitative methods of imaging using ultrasound-based techniques, magnetic resonance imaging, and optical imaging modalities. While ultrasound imaging is the major modality for preterm birth risk assessment, a summary of efforts to adopt other imaging modalities is also discussed to identify the technical and diagnostic limits associated with adopting them in clinical settings. We conclude the review by proposing a new approach using combined photoacoustic, ultrasound, and elastography as a potential means to better assess cervical tissue remodeling, and thus improve the detection of patients at-risk of PTB.

Treatment of high-energy intra-articular fractures of tibia with Ilizarov external fixator in adults: A tertiary centre experience.

OBJECTIVE: To evaluate the clinical and radiological outcomes of the Ilizarov fixator in the proximal and distal fractures of the tibia. MATERIALS AND METHODOLOGY: This retrospective study reviewed 59 patients having high-energy intra-articular proximal and distal tibia fractures associated with severe soft-tissue injury, who were managed surgically with an Ilizarov fixator. The functional outcome was evaluated by using the American Orthopaedic Foot and Ankle Society scoring system (AOFAS) and the Association for the Study and Application of the Method of Ilizarov (ASAMI) Italy scoring system for tibial plateau and plafond fractures respectively. RESULTS: The most common mode of injury was road traffic accidents. According to the Gustilo open fracture classification, there were 16 patients with grade-I and nine with grade II open fractures. The remaining had closed fractures. According to the Schatzker classification of plateau fractures, 20 were graded as type V and 15 as type VI. According to the AO classification of plafond fractures, 12 fractures were graded as Type-43C1, 5 as Type-43C2, and 7 as Type-43C3. There was delayed union in 11 proximal and four distal fractures, all of which achieved union without additional bone grafting. In proximal fractures, according to AOFAS, out of 35, 26 had an acceptable while nine had a fair result. In distal fractures, according to ASAMI, out of 24, 16 had an acceptable while five had fair results. There were 192/448 wires in 58 patients with pin site infection; all were superficial and settled. Posttraumatic joint arthrosis was noted in nineteen. CONCLUSIONS: The postoperative clinical and radiological outcome indicated that primary Ilizarov external fixator is a reliable minimal invasive surgery and definitive fixation method for high-energy intra-articular proximal and distal tibial fractures with compromised soft-tissue. It also offers early stabilisation and painless joint motion without a high rate of complications.

Prevalence of vitamin D deficiency in children presenting with supracondylar fractures of humerus.

OBJECTIVE: The purpose of the current analysis is to evaluate the predominance of vitamin D inadequacy in children with supracondylar fracture of the humerus. METHODS: This is a cross-sectional study conducted at Dr Ruth K. M. Pfau Civil, Hospital, Karachi, Pakistan, from December 2019 to July 2020. Patients aged 18 months-18 years presenting with supracondylar fractures were included in the study. Patients were divided into four groups based on their age as toddlers (18 months to 3 years), pre-school age (3-5 years), school-age (6 to 11 years) and adolescents (11-18 years). RESULTS: A total of 227 children presented with upper limb fractures of which 72 (31.7%) were supracondylar. The mean vitamin D level was found to be 32.5 ± 9.1 ng/mL. Of the study subjects, low vitamin D levels were found in 34.7% (n = 25), adequate in 59.7% (n = 43) and ideal in 5.5% (n = 4) of patients. The mean vitamin D levels for toddlers were 33.5 ng/mL, for preschool children was 27.66 ng/mL, for school-age children was 30.4 ng/mL and for adolescents was 37 ng/mL. CONCLUSION: Vitamin D deficiency is not only restricted to Pakistan but also other parts of the world, although the reasons may vary in each of those regions. However, vitamin D supplementation in all parts of the globe can prevent a significant number of fractures. This prevalence study showed vitamin D deficiency in 35% of children with supracondylar fractures, with the lowest mean values in the preschool age group.

Predictive Factors Associated With Fear Faced by Healthcare Workers During COVID-19 Pandemic: A Questionnaire-Based Study.

Background The coronavirus disease 2019 (COVID-19) since the beginning has been a reason of fear among healthcare workers (HCWs) due to the increased mortality, especially in the HCWs themselves. In this survey study, we aimed to explore the predictive factors associated with fear faced by HCWs during the COVID-19 pandemic and to identify the areas which need to be addressed to reduce it. Methods On May 14, 2020, we conducted an observational, cross-sectional survey using a self-administered questionnaire, consisting of the following two parts: (1) focused on factors associated with HCWs' fear of getting an infection and being a source of carrying the infection to whom they care, and (2) focused on factors associated with HCWs' fear of uncertainty and lack of support from concerned health authorities. Results The mean age of the participants was 40.04 ± 12.92 years with 79.3% being males. More than half (51.1%) of the participants were consultants. The most important factors associated with fear included getting infected (84.8%), quarantined (69.6%), not getting medical treatment (62%), losing a life (56.8%), and infecting family members (94.2%). Another major factor associated with HCWs' fear was lack of support from concerned health authorities, 80.2% thought of solatium, and 71.7% believed that the job should be given to eligible family members of the deceased. More than 82.2% were concerned about health expenses and around 97.6% felt an additional health risk allowance should be given. Conclusion Our results indicate that the risk of getting infection to themselves and their families, along with a lack of support from concerned health authorities, was strongly associated with fear among HCWs. We hope through these findings that the concerned health authorities will take notice and do something in this regard by developing appropriate policies and measures to make sure that HCWs and their families are cared for if they get infected.

Knowledge, Attitude, and Practices of Healthcare Workers Regarding the Use of Face Mask to Limit the Spread of the New Coronavirus Disease (COVID-19).

Introduction Many countries including Pakistan are currently using face masks in their pandemic control plans. Being highly prevalent, the correct use of these masks is particularly important, as an incorrect use and disposal may actually increase the rate of transmission. The purpose of this study was to investigate the knowledge, attitude, and practices of healthcare workers (HCWs) in wearing a surgical face mask to limit the spread of the new coronavirus disease 2019 (COVID-19). Materials and Methods This survey was conducted by interviewing HCWs using a questionnaire consisting of the basic demographic characteristics, and the knowledge, attitude, and practices regarding the use of surgical face mask to limit the new COVID-19 exposure. Each correct answer was scored 1 and each incorrect answer scored 0. The total number of questions was 16, and the final score was calculated and then labeled according to the percentage (out of 16) of correct responses as good (>80%), moderate (60-80%), and poor (<60%). Results A total of 392 participants with a mean age of 42.37 ± 13.34 years (341 males and 51 females) were included in the study. The overall final results were good in 138 (35.2%), moderate in 178 (45.4%), and poor in 76 (19.3%). Around 43.6% of participants knew about the correct method of wearing the masks, 68.9% knew that there are three layers, 53% stated that the middle layer act as a filter media barrier, and 75.5% knew the recommended maximum duration of wearing it. The majority (88.2%) of participants knew that a cloth face mask is not much effective, around 79.8% knew that used face mask cannot be re-used, and 44.8% knew about the yellow-coded bag for disposal. Conclusions Knowledge, attitude, and practice of HCWs regarding the use of face masks were found to be inadequate. Studied HCWs had a positive attitude but moderate-to-poor level of knowledge and practice regarding the use of face mask. HCWs and general public awareness campaigns regarding the proper use of face mask by utilizing all social media available resources would be helpful during this pandemic.

Impact of Ilizarov Fixation Technique on the Limb Functionality and Self-esteem of Patients with Unilateral Tibial Fractures.

Introduction Tibial fractures with nonunion are frequently managed with Ilizarov external fixation. Living with an external frame has some psychological impact which is readily neglected from the literature. We conducted a study to evaluate the status of limb functionality in patients managed with the Ilizarov external ring fixator technique and assess their self-esteem while living with the frame. Materials and methods This is a prospective observational study conducted in the Orthopedic Department of Dr. Ruth KM Phau Civil Hospital, Karachi, Pakistan, from June 2018 to June 2019. A total of 26 patients consecutively managed with Ilizarov external fixation for infected nonunion, with unilateral tibial fractures, were included. To assess the postoperative functionality status, lower extremity functional scale (LEFS) was used. To assess and evaluate the impact of the external frame application on the self-esteem of these patients, Rosenberg's self-esteem (RSE) scale was used. For each patient, LEFS and RSE scales were administered at the time of hospital discharge, after six months of frame application, and at the time of removal of the frame. Results The mean duration of hospital stay was 4.11 ± 1.23 weeks. The mean LEFS scores increased by 47% from hospital discharge until the time of frame removal. The differences were highly significant (p < 0.001). There was a 12% decline in the mean score of self-esteem from the time of discharge till the time of removal of the Ilizarov frame and these differences were highly significant (p < 0.001). Conclusion Ilizarov technique improves the limb functionality status significantly in participants with a unilateral tibial fracture. However, it also reduces their self-esteem during the period of frame application. Psychological support is recommended for participants living with an external fixation frame to protect their self-esteem.

Ilizarov External Fixation: Percutaneous Gigli Saw Versus Multiple Drill-hole Osteotomy Techniques for Distraction Osteogenesis.

Introduction Many different methods and variations have been employed to perform osteotomy for deformity correction, bone lengthening, and segmental bone transport. Currently, multiple drill-hole (MDH) and Gigli saw osteotomies are the two most preferred ones, being favoured over other techniques. Our objective is to compare the modified healing index (mHI) of these two commonly used procedures. Methodology This retrospective study was conducted at the department of Orthopedics, Liaquat University of Medical and Health Sciences, Jamshoro, Pakistan. The study population consisted of all skeletally mature patients who underwent tibial bone osteotomy for bone lengthening or bone transport using Ilizarov circular fixator from June 2016 to September 2018. We excluded patients with metabolic bone disease and patients who underwent osteotomy for deformity correction. Preoperative and operative patients' demographics and clinical data were gathered through a review of medical record and mHI was calculated to compare the effectiveness of osteotomy techniques. Results A total of 50 patients, 74% males and 26% females 26% with a mean age of 33.14 ± 12 years were included in the study. Of the 50 patients, 23 (27 osteotomies) had undergone MDH osteotomy (group I), whereas 27 patients (37 osteotomies) had a Gigli saw osteotomy (group II). The overall mHI of both groups was 1.60 ± 0.34 month/cm (range 1.0-2.5 month/cm). When we compared the mHI of both techniques, the mean mHI was 1.72 ± 0.33 month/cm (range 1.2 - 2.5 months/cm) in MDH group and 1.54 ± 0.36 month/cm (range 1.0-2.5 month/cm) in the Gigli saw group. The healing index was significantly lower in the Gigli saw group. None of our patients showed nonunion at the osteotomy site. However, the problems of incomplete osteotomy in two cases and bone fractures in four cases were seen in MDH osteotomy. Conclusion According to our results, percutaneous Gigli saw osteotomy technique by two small incisions minimizes the local soft tissue trauma and periosteal disruption around the osteotomy more than the multiple drill holes osteotomy, resulting in better consolidation following distraction osteogenesis.

Outcome of Percutaneous Release for Trigger Digits in Diabetic and Non-diabetic Patients.

Introduction Trigger finger (TF) is a common cause of hand pain, swelling, and limited motion. It is common in women and in the thumb. Diabetes mellitus (DM) increases the risk of TF. Individuals with DM who develop TF are resistant to both medical and surgical interventions. The aim of this study is to compare the outcomes of percutaneous trigger release in diabetic and nondiabetic patients. Methods Fifty diabetic and 50 non-diabetic patients with a clinical diagnosis of TF were included after informed consent. Percutaneous trigger release was performed in all of them. Follow-ups for pain and/or neurovascular complications were taken after one week, one month, and six months. Data were entered and analyzed using SPSS v. 22 (IBM Corp., Armonk, NY, US). Results In the diabetic group, 86% of patients had TF of grade III or above and in the non-diabetic group, 76% of patients had TF of grade III or above. At the one-week follow-up, 79.2% diabetic patients still had mild to severe pain and 60.4% non-diabetic patients had mild to severe pain. By one month, 40% patients in the diabetic group still reported mild to moderate pain, however, all patients in the non-diabetic group reported no pain. By six months, nine (20%) diabetic patients reported mild pain. There was no incidence of infection or neurovascular damage at any follow-up in the non-diabetic group, and in the diabetic group, 4.2% of patients had an infection on the one-week follow-up. Conclusion Percutaneous trigger finger release is a safe, reliable, time-saving, and cost-effective procedure for the management of trigger finger in both diabetic and non-diabetic patients.

Surgical Fixation of Atypical Femur Fractures in Bisphosphonate-treated Patients.

Objective To evaluate the outcomes of the surgical fixation of atypical femoral fractures in bisphosphonate-treated patients with an intramedullary device. Materials and methods This multicentric study was carried out at the department of orthopedics, Dr. Ruth Phau Civil Hospital and Medicare Hospital, Karachi, Pakistan, between 2013 and 2018. In this retrospective observational study, we reviewed 10 bisphosphonate-treated patients, fixed surgically with an intramedullary nail after presenting with radiologically characteristic atypical femur fractures identified according to the American Society for Bone and Mineral Research criteria. We excluded patients with fractures sustained by high-energy trauma, road traffic accidents, fall from a height, and those associated with underlying malignancy. Results A total of 11 atypical femoral fractures in 10 patients were included, all of whom were females with a mean age of 68.6 (range 57-82) years. Out of 11 fractures, 81.8% (n=9) were located in the subtrochanteric region and two were located in the femoral shaft. The mean bisphosphonate use was 58.3 months. All patients were treated with intramedullary devices; an intramedullary interlocking nail in two cases and proximal femoral nail antirotation in nine cases. The mean follow-up duration was 12 months. All fractures were united in an average time of 9.9 months (range 6 - 16 months). Implant failure and/or nonunion were not observed, whereas delayed union was noted in five patients. Conclusion Intramedullary fixation is a reliable method for the treatment of atypical femur fractures in bisphosphonate-treated patients owing to its intramedullary placement. These devices act as an internal splint and can provide much more axial stability, reducing the risk of implant fatigue failure due to a delay in fracture healing from prolonged bisphosphonate use.

Fixation of Metacarpal Fractures Using Intramedullary Headless Compression Screws: A Tertiary Care Institution Experience.

Introduction Metacarpal fractures account for the majority of hand fractures. Inadequate management can cause functional deficit which can lead to loss of fine hand movements. Adequate management has proven to give good outcomes. The use of intramedullary screws has given better results than the use of Kirschner wires (K-wires). Method This study was conducted at Dr. Ruth Phau Civil Hospital, Karachi (CHK) between August 1, 2018 and January 31, 2019. A total of 32 patients presented with metacarpal fractures. They were surgically managed with intramedullary headless screw fixation. Post-operatively, grip strength, range of motion, and presence of any disabilities were recorded. Patients were followed up to three months. Results Out of 32 patients, six were females. Mean age was found to be 29.1 ± 10.5 years. Post-operatively the mean grip strength was found to be 37.8 ± 7.3 kilograms. The mean total active range of motion was found to be 242.8 ±14.5 degrees. The mean days to return back to work were 25 ± 5.4 days. The mean patient satisfaction score was 8.1 ± 0.79. Three patients developed post-operative stiffness of the joint. Conclusion Patients with intramedullary screw fixation have good post-operative results with early return to work.