Miracle-dz/UniFAR-FTUs huggingface dataset:
CGA-Net: Category Guided Aggregation for Point Cloud Semantic Segmentation

Previous point cloud semantic segmentation networks use the same process to aggregate features from neighbors of the same category and different categories. However, the joint area between two objects usually only occupies a small percentage in the whole scene. Thus the networks are well- trained for aggregating features from the same category point while not fully trained on aggregating points of different categories. To address this issue, this paper proposes to utilize different aggregation strategies between the same category and different categories. Specifically, it presents a customized module, termed as Category Guided Aggregation (CGA), where it first identifies whether the neighbors belong to the same category with the center point or not, and then handles the two types of neighbors with two carefully-designed modules. Our CGA presents a general network module and could be leveraged in any existing semantic segmentation network. Experiments on three different backbones demonstrate the effectiveness of our method.
Question Answering on SQuAD2.0

The goal of this project is to build a Question Answering system on the SQuAD 2.0 dataset. Our initial approach to solve this problem focused on implementing the default baseline model that is based on a variant of Bidirectional Attention Flow (BiDAF) with attention. We explored performance after adding character level embeddings to the baseline along with exploring various attention mechanisms. Additionally, we also explored the impact of tuning the hyper-parameters used to train the model. Finally, we studied the effect of using multiple variants of RNN as building blocks in the neural architecture
Supplementary Material HoHoNet : 360 Indoor Holistic Understanding with Latent Horizontal Features A . Network architecture diagram

We show the detailed architecture diagram in Fig. A. The shape of each feature tensor is denoted as “# of channels, height, width” within the box. The height and width of the input panorama are assumed to be 512 and 1024 respectively. D and E are hyperparameters. The ConvSqueezeH layer is a depthwise convolution layer with kernel size set to the prior known input feature height without padding, which produces output feature height 1.
The Level of Workplace Bullying and Its Impact on Employee Loyalty: An Applied Study on the Nursing Staff at Menoufia University Hospitals

The aim of this study is to conduct an examination of how workplace bullying affects employee loyalty. The focus of the study was technical and specialist nurses employed in Egypt’s Menoufia University. The study's data was collected from 240 participants. The results from the study show that the sub-dimensions of workplace bullying and correlations with employee loyalty are moderate in the negative direction. On the other hand, it has also been concluded that the perceptions of workplace bullying sub-dimensions explain 23.8 percent of the aggregate variance in employee loyalty. The analysis of the teats results of regression coefficient regression model is conducted, it can be noted that as the levels of workplace bullying increase in the workplace, the perception of employee loyalty statistics decreases. When it comes to comparative importance predictor variables on the levels of employee loyalty shows that the leading factor is attacks on health, the second is attacks on self-expression, the third is attacks on social relations, and the last is attacks on reputation. In the study, the insignificance sub-dimension, which has the least average is the attack on the quality of professional and personal life. From the results, it can be concluded that the nursing staff at Menoufia University Hospital’s perception of their loyalty variable is at the level of medium.
Investigating Magma Ocean Solidification on Earth Through Laser‐Heated Diamond Anvil Cell Experiments

We carried out a series of silicate fractional crystallization experiments at lower mantle pressures using the laser‐heated diamond anvil cell. Phase relations and the compositional evolution of the cotectic melt and equilibrium solids along the liquid line of descent were determined and used to assemble the melting phase diagram. In a pyrolitic magma ocean, the first mineral to crystallize in the deep mantle is iron‐depleted calcium‐bearing bridgmanite. From the phase diagram, we estimate that the initial 33%–36% of the magma ocean will crystallize to form such a buoyant bridgmanite. Substantial calcium solubility in bridgmanite is observed up to 129 GPa, and significantly delays the crystallization of the calcium silicate perovskite phase during magma ocean solidification. Residual melts are strongly iron‐enriched as crystallization proceeds, making them denser than any of the coexisting solids at deep mantle conditions, thus supporting the terrestrial basal magma ocean hypothesis (Labrosse et al., 2007).
Increasing autonomy through improved care: effects of a professional care-giver training programme on the functional status of older adults

Abstract The aim of the present research was to evaluate the effectiveness of a care-giver training programme that trains professional care-givers in cognitive stimulation strategies for functional maintenance in care-dependent older adults. The sample contained 69 older adults (37 in the treatment group, 32 control group) assessed with the Barthel Index, the Mini-Mental State Examination and the Clifton Assessment Procedure for the Elderly (Cognitive Scale). Participants in the treatment group were treated by professional care-givers who were trained with the programme CUIDA-2 in communication and cognitive stimulation strategies. The results from the Barthel Index showed significant differences in the post-intervention assessment and in the follow-up assessment, where the treatment group obtained higher scores, and there were significant differences within the treatment group between the initial assessment and the post-treatment assessment, as well as between the initial assessment and the follow-up. The data obtained reflect that a training programme to train professional care-givers produced functional benefits in the older adults, and these improvements persisted over time. Moreover, the care-givers saw themselves as more competent and more satisfied with their work.
Exosomes of adult human fibroblasts cultured on 3D silk fibroin nonwovens intensely stimulate neoangiogenesis

Abstract Background Bombyx mori silk fibroin is a biomacromolecule that allows the assembly of scaffolds for tissue engineering and regeneration purposes due to its cellular adhesiveness, high biocompatibility and low immunogenicity. Earlier work showed that two types of 3D silk fibroin nonwovens (3D-SFnws) implanted into mouse subcutaneous tissue were promptly vascularized via undefined molecular mechanisms. The present study used nontumorigenic adult human dermal fibroblasts (HDFs) adhering to a third type of 3D-SFnws to assess whether HDFs release exosomes whose contents promote neoangiogenesis. Methods Electron microscopy imaging and physical tests defined the features of the novel carded/hydroentangled 3D-SFnws. HDFs were cultured on 3D-SFnws and polystyrene plates in an exosome-depleted medium. DNA amounts and D-glucose consumption revealed the growth and metabolic activities of HDFs on 3D-SFnws. CD9-expressing total exosome fractions were from conditioned media of 3D-SFnws and 2D polystyrene plates HDF cultures. Angiogenic growth factors (AGFs) in equal amounts of the two groups of exosomal proteins were analysed via double-antibody arrays. A tube formation assay using human dermal microvascular endothelial cells (HDMVECs) was used to evaluate the exosomes’ angiogenic power. Results The novel features of the 3D-SFnws met the biomechanical requirements typical of human soft tissues. By experimental day 15, 3D-SFnws-adhering HDFs had increased 4.5-fold in numbers and metabolized 5.4-fold more D-glucose than at day 3 in vitro. Compared to polystyrene-stuck HDFs, exosomes from 3D-SFnws-adhering HDFs carried significantly higher amounts of AGFs, such as interleukin (IL)-1α, IL-4 and IL-8; angiopoietin-1 and angiopoietin-2; angiopoietin-1 receptor (or Tie-2); growth-regulated oncogene (GRO)-α, GRO-β and GRO-γ; matrix metalloproteinase-1; tissue inhibitor metalloproteinase-1; and urokinase-type plasminogen activator surface receptor, but lesser amounts of anti-angiogenic tissue inhibitor metalloproteinase-2 and pro-inflammatory monocyte chemoattractant protein-1. At concentrations from 0.62 to 10 μg/ml, the exosomes from 3D-SFnws-cultured HDFs proved their angiogenic power by inducing HDMVECs to form significant amounts of tubes in vitro. Conclusions The structural and mechanical properties of carded/hydroentangled 3D-SFnws proved their suitability for tissue engineering and regeneration applications. Consistent with our hypothesis, 3D-SFnws-adhering HDFs released exosomes carrying several AGFs that induced HDMVECs to promptly assemble vascular tubes in vitro. Hence, we posit that once implanted in vivo, the 3D-SFnws/HDFs interactions could promote the vascularization and repair of extended skin wounds due to burns or other noxious agents in human and veterinary clinical settings.
Knowledge, Applicability, and Barriers of Telemedicine in Egypt: A National Survey

Objectives The study is aimed at evaluating knowledge, attitude, and barriers to telemedicine among the general population in Egypt. Methods A questionnaire-based cross-sectional design was carried out among the general Egyptian population. A convenience sampling method was used to approach the eligible participants from University Teaching Hospitals of eight governorates from May to July 2020. Results A total of 686 participants filled the questionnaire (49.4% were males, mean age 36.7 ± 11.2 years old). Half of the participants stated that they previously used a telemedicine tool, mainly to follow up laboratory results (67.3%). Video or phone calls (39.3%) and mobile applications (23.7%) were the most commonly recognized telemedicine tools by the participants. The included participants exhibited a high level of knowledge and attitude towards telemedicine. On the other hand, 21.9% stated that telemedicine services could jeopardize patient privacy. 32.8% reported that telemedicine service could lead to disclosing medical information to people who are not authorized to do so. Almost half of the participants agreed to strongly agreed that telemedicine service could increase medical errors. 60.80% of the participants said that they are more likely to prefer telemedicine than traditional ways. However, 13.70% stated that telemedicine is more likely to be challenging to use. Conclusion The Egyptian population has high knowledge about the applications of telemedicine. In addition, the vast majority of Egyptians appear to perceive the benefits of telemedicine positively and are willing to use it. However, some barriers that have been found must be taken into consideration to adopt telemedicine successfully, especially for people who are old, are low educated, and live in remote areas. Future studies should address the utility of telemedicine in improving the quality of healthcare and patient's health outcome and quality of life.
Total Femoral Replacement- A Case Report

Introduction: Total femoral replacement(TFR) is a well-recognized salvage procedure performed after multiple failed endoprosthetic replacements, which result in severely compromised bone stock and damaged structural integrity. TFR is performed as an alternative to lower limb amputation, restoring femoral integrity and enabling patients to resume ambulation. TFR is expected to be performed more frequently as the worldwide rate of revision arthroplasty increases due to improved patient survival rates and their underlying diseases, exceeding the functional life of endoprosthetic arthroplasty. We present a 74-year-old, overweight woman with an extensive surgical history with respect to her right knee. Her right lower extremity x-rays showed a long-cemented stem knee tumour prosthesis and a Garden 4 subcapital fracture of the ipsilateral hip. Due to multiple surgeries of the knee and femur in the past, a total femoral replacement was required to be performed. The procedure was successful, and the expected outcome was met. A successful procedure performed by a skilled and experienced surgical team, a thorough rehabilitation program, and prompt post-operative management of complications, can overcome the high incidence of infection and dislocation to preserve the limb with improved functionality and reduce pain. TFR is a drastic operative intervention that can preserve the quality of life for most patients.
Prevalence, Patterns, and Characteristics of Eye Injuries in Professional Mixed Martial Arts

Purpose To describe the frequency and type of eye injuries in fighters in mixed martial arts (MMA) competition. Methods Fight result data were collected from the Nevada Athletic Commission database from 2001 to 2020. Any fighters in a professional mixed martial arts (MMA) contest with an eye injury were included. Main outcome measures included frequency and rate of eye injuries per fight and the types of eye injuries. Secondary outcome measures were gender, laterality, decision type, and length of no-contact recommended. Results Of the 256 MMA events in the database, 187 events (73.3%) had at least one eye injury. Of a total 2208 fights at these events, there were 363 fighters who sustained 369 eye injuries, with the yearly rate of eye injuries per 100 fighters ranging from 2.56 to 12.22. The most common injuries were eyebrow and eyelid lacerations (n=160, 43%), lacerations around the eye (n=98, 27%), and orbital fractures (n=62, 17%). Most eye injuries were right sided (n=197, 53.3%) and the majority of fighters with eye injuries lost their match (n=228, 62.8%). Fifty-seven fighters were recommended for further ophthalmology clearance after the match. The most common reasons for recommended ophthalmology follow-up was orbital fracture (n=25, 44%) and retinal injury (n=7, 12%). Forty-three fighters received no-contact requirements relating to their injury for an average of 8.9 weeks (range 1–24 weeks). Conclusion Ophthalmic injuries in professional MMA were prevalent, were most often lacerations surrounding the eye, and often accompanied the fighter losing their match.
Management of walled-off necrosis with nasocystic irrigation with hydrogen peroxide versus biflanged metal stent: randomized controlled trial *

Abstract Background and study aims Walled-off necrosis (WON) is a known complication of acute necrotizing pancreatitis (ANP). There is no study comparing nasocystic irrigation with hydrogen peroxide (H2O2) versus biflanged metal stent (BMS) in the management of WON. The aim of this study was to compare the clinical efficacy of both the treatment strategies. Patients and methods This study was conducted on patients with symptomatic WON who were randomized to nasocystic irrigation with H2O2 (Group A) and BMS placement (Group B). Primary outcomes were clinical and technical success while secondary outcomes were procedure time, adverse events, need for additional procedures, duration of hospitalization, and mortality. Results Fifty patients were randomized into two groups. Group A (n = 25, age 37.8 ± 17.6 years, 16 men) and Group B (n = 25, age 41.8 ± 15.2 years, 17 men). There were no significant differences in baseline characteristics between the two groups. The most common etiology of pancreatitis was alcohol, observed in 27 (54 %) patients. Technical success (100 % vs 96 %, P = 0.98), clinical success (84 % vs 76 %, P = 0.76), requirement of additional procedures (16 % vs 24 %, P = 0.70) and adverse events (4 vs 7, P = 0.06) were comparable in both the groups. The duration to clinical success (34.4 ± 12 vs 14.8 ± 10.8 days, P = 0.001) and procedure time (36 ± 15 vs 18 ± 12 minutes, P = 0.01) were longer in Group A compared to Group B. Conclusions Nasocystic irrigation with H2O2 and BMS are equally effective in the management of WON but time to clinical success and procedure time is longer with nasocystic irrigation.
Effects of sodium-glucose cotransporter 2 inhibitors on cardiovascular outcomes in elderly patients with comorbid coronary heart disease and diabetes mellitus

OBJECTIVE To investigate the effects of sodium-glucose cotransporter 2 inhibitors (SGLT2i) on cardiovascular outcomes in elderly Chinese patients with comorbid coronary heart disease (CHD) and type 2 diabetes mellitus (T2DM). METHODS A retrospective cohort study was conducted on 501 elderly inpatients (≥ 60 years) with comorbid CHD/T2DM in Department of Cardiovascular Medicine and Endocrinology, Chinese PLA General Hospital from January 2018 to December 2019. These patients were divided into two groups according to the administration of SGLT2i. All the demographic characteristics and clinical data were collected. Cardiovascular outcomes, including all-cause mortality, major adverse cardiovascular events (MACE), and hospitalization for heart failure (HHF), were followed up. RESULTS In the cohort, there were 167 patients in the SGLT2i group and 334 patients in the control group. In the efficacy analyses, the incidence of MACE was lower in the SGLT2i group than in the control group: 3.6% vs. 9.3% (P = 0.022). A lower risk of MACE was observed in the SGLT2i group [hazard ratio (HR) = 0.40, 95% CI: 0.17–0.95]. There was no significant difference in the incidence of all-cause mortality or HHF between the two groups. No significant difference of HR was observed for all-cause mortality (HR = 0.41, 95% CI: 0.12–1.41) or HHF (HR = 0.58, 95% CI: 0.12–2.81). CONCLUSIONS SGLT2i treatment exhibited benefits for elderly patients with comorbid CHD/T2DM with a lower risk for MACE.
A Retrospective Study to Evaluate the Impact of In-Patient Dermatological Consultations on Diagnostic Accuracy in a Tertiary Care Setting

Background: Dermatology is primarily an outpatient specialty. However, dermatology consultations play an important role in care of inpatients. Data on inpatient dermatological consultations in tertiary care settings is limited. Objectives: To evaluate clinical characteristics of inpatient dermatological consultations and effect on clinical outcomes in a tertiary care setting. Methods: This was a single-center retrospective study where the records of all dermatological consultations for patients admitted under various specialties, emergency services, and intensive care units (ICU) at our tertiary care institute over 2 years period were reviewed. The details of patients, primary care unit, dermatological complaints, diagnosis, investigations performed, treatment given, and follow-up were recorded and analyzed. Results: Total of 1717 dermatologic consultations (1000 males) were recorded, with mean age of study population being 33.6 ± 21.6 years (median - 32 years). Out of total 1717 patients, 136 (7.9%), 321 (18.7%), 1135 (66.1%), and 125 (7.3%) patients were infants, children, adolescents, adults, and elderly, respectively. The most frequent diagnostic group was infective diseases (586; 34.1%) followed by inflammatory diseases (442; 25.7%), mucocutaneous adverse drug reactions (160; 9.3%), and autoimmune diseases (65; 3.8%). Primary team's diagnosis was concordant with the dermatology consultation in 1112 (64.8%) patients and discordant observations were recorded in 605 patients (35.2%). Most discordant dermatological diagnoses included inflammatory disorders such as lichen planus, atopic dermatitis, bullous pemphigoid; mechanical disorders; nutritional deficiency disorders, and benign neoplasms. Conclusion: Common skin conditions account for a large majority of dermatologic consultations in a hospital setting. Inpatient dermatology consultations improve the diagnostic accuracy.
An Observational Survey to Appraise the Influence of COVID-19 Pandemic on Dermatology Training Programs in India: Residents' Standpoint

Background: Given the all-encompassing foothold of COVID-19, it is plausible that the pandemic would have a long-lasting impact on medical training programs, including dermatology. We conducted a survey amongst the residents of dermatology (across India) to assess the impact of COVID-19 pandemic on their teaching and education programs. Materials and Methods: An online semi-structured English questionnaire was prepared on the Google-forms platform and the link was circulated among the residents. The questionnaire comprised of five sections (demographic details, impact on clinical training, procedural training, academic curriculum, and research activities). Appropriate statistical tests were carried out to analyze the data obtained. Results: Three-hundred and seventy-eight responses were taken into consideration. A majority of the respondents (63.5%) were engaged in both COVID-19-related duties and departmental work (out-patient and in-patient duty). Around two-thirds of the trainees (65.1%) claimed a reduction in patient footfall (greater than 50% compared to pre-COVID times). Sixty-nine percent reported a decline of more than 50% in in-patient admission; 47.6% felt that the discontinuity in patient care had severely affected their residency training; 50.8% highlighted that no procedures were being performed in their department; 54.5% opined that academic activities were relatively unhampered as regular seminars were being conducted through online web-based applications; and 65.1% of the trainees were not able to devote any time to their thesis-related work. Conclusion: Since the after-effects of this pandemic will last long, it is advisable that residents and faculties adapt themselves to web-based learning programs in the academic curriculum so that the training of the future consultants does not get jeopardized. Our survey, being the first of its kind in dermatology, will throw some light on the perspective of residents and the way forward to combat the untoward consequences on their training programs.
Developmental dysplasia of the hip screening during the lockdown for COVID-19: experience from Northern Italy

Abstract Purpose Developmental dysplasia of the hip (DDH) ultrasound screening (USS), which is usually performed in Italy as an outpatient, was halted for an indefinite period in most centres during lockdown. The aim of this study was to analyze the effect of COVID-19 on DDH-USS, in two paediatric orthopaedic centres in one of the most critical areas of the western World. Methods An academic teaching hospital and paediatric trauma centre (T) and a University hospital and DDH referral centre (H), classified as national COVID-19 hubs, were involved. Graf's method was applied in both centres. In T, paediatricians directly referred only patients with delayed DDH-USS or suspicious unstable hips; in H, paediatricians or parents could directly refer to the screening service. Results The mean age of the 95 patients (190 hips) who were referred for DDH-USS in T, was 3.85 months (0.1 to 7.4); 175 were type I, nine were type IIa (+ and -), five type D and one type IV. In H, the screened patients in 2020 were only 78% of the same period in 2019. A total of 28 patients with 32 hips (8 IIb, 5 IIc, 8 D, 11 III) had late diagnosis at a mean age of 114 days (96 to 146). In the same period in 2019 only eight patients with 11 hips (8 IIb, 1 D, 1 III, 1 IV) at a mean age of 142 days (92 to 305) had late diagnosis. Conclusion DDH-USS was the only screening in newborns which halted during lockdown. Few centres, which still performed diagnosis and treatment, were overloaded causing a delay in DDH management. Level of evidence IV.