Miracle-dz/UniFAR-FTUs huggingface dataset:
The relationship between social determinants of health, and rehabilitation of neurological conditions: a systematic literature review

Abstract Purpose: This systematic literature review aims to explore the relationship between social determinants of health (SDH), and the rehabilitation of neurological conditions. In particular, the review will consider relationships between social determinants and peoples’ attendance and sustained adherence to rehabilitation programs, and motivation regarding neurological rehabilitation. Method: A systematic search of peer-reviewed literature from electronic databases; MEDLINE, Scopus, CINAHL and Informit health, was conducted. Papers published between 2004 and 2014 were considered. Results: Eleven quantitative studies met the inclusion criteria. There was a lack of research addressing SDH and neurological rehabilitation simultaneously. Cardiac and cancer rehabilitation studies reported employment and income, social support, transport, housing and food security as the most frequent SDH factors influencing attendance, sustained adherence and motivation. Given this association, a similar relationship between neurological rehabilitation and SDH is plausible. Conclusions: Rehabilitation of neurological conditions can be a long and difficult process. To pursue optimal outcomes, an individual’s social circumstances should be considered. Understanding how SDH interact with neurological rehabilitation may enhance service delivery, thus maximizing the possible rehabilitation outcomes for individuals. Future research that considers SDH and rehabilitation of neurological conditions jointly may benefit service providers and those requiring neurological rehabilitation. Implications for Rehabilitation Social determinants of health are important to consider in the rehabilitation of neurological conditions. Understanding the interplay between the social determinants of health and neurological rehabilitation may enhance the possible outcomes for those requiring rehabilitation. Increased awareness and capacity of health care professionals involved in neurological rehabilitation may hasten momentum towards decreased health disparities instigated by undesirable social determinants of health.
Effects of an omnivorous diet compared with a lactoovovegetarian diet on resistance-training-induced changes in body composition and skeletal muscle in older men.

BACKGROUND Very limited data suggest that meat consumption by older people may promote skeletal muscle hypertrophy in response to resistance training (RT). OBJECTIVE The objective of this study was to assess whether the consumption of an omnivorous (meat-containing) diet would influence RT-induced changes in whole-body composition and skeletal muscle size in older men compared with a lactoovovegetarian (LOV) (meat-free) diet. DESIGN Nineteen men aged 51-69 y participated in the study. During a 12-wk period of RT, 9 men consumed their habitual omnivorous diets, which provided approximately 50% of total dietary protein from meat sources (beef, poultry, pork, and fish) (mixed-diet group). Another 10 men were counseled to self-select an LOV diet (LOV-diet group). RESULTS Maximal strength of the upper- and lower-body muscle groups that were exercised during RT increased by 10-38% (P < 0.001), independent of diet. The RT-induced changes in whole-body composition and skeletal muscle size differed significantly between the mixed- and LOV-diet groups (time-by-group interactions, P < 0. 05). With RT, whole-body density, fat-free mass, and whole-body muscle mass increased in the mixed diet group but decreased in the LOV- diet group. Type II muscle fiber area of the vastus lateralis muscle increased with RT for all men combined (P < 0.01), and the increase tended to be greater in the mixed-diet group (16.2 +/- 4.4 %) than in the LOV diet group (7.3 +/- 5.1%). Type I fiber area was unchanged with RT in both diet groups. CONCLUSION Consumption of a meat-containing diet contributed to greater gains in fat-free mass and skeletal muscle mass with RT in older men than did an LOV diet.
Fast Interactive Image Retrieval using large-scale unlabeled data

An interactive image retrieval system learns which images in the database belong to a user's query concept, by analyzing the example images and feedback provided by the user. The challenge is to retrieve the relevant images with minimal user interaction. In this work, we propose to solve this problem by posing it as a binary classification task of classifying all images in the database as being relevant or irrelevant to the user's query concept. Our method combines active learning with graph-based semi-supervised learning (GSSL) to tackle this problem. Active learning reduces the number of user interactions by querying the labels of the most informative points and GSSL allows to use abundant unlabeled data along with the limited labeled data provided by the user. To efficiently find the most informative point, we use an uncertainty sampling based method that queries the label of the point nearest to the decision boundary of the classifier. We estimate this decision boundary using our heuristic of adaptive threshold. To utilize huge volumes of unlabeled data we use an efficient approximation based method that reduces the complexity of GSSL from $O(n^3)$ to $O(n)$, making GSSL scalable. We make the classifier robust to the diversity and noisy labels associated with images in large databases by incorporating information from multiple modalities such as visual information extracted from deep learning based models and semantic information extracted from the WordNet. High F1 scores within few relevance feedback rounds in our experiments with concepts defined on AnimalWithAttributes and Imagenet (1.2 million images) datasets indicate the effectiveness and scalability of our approach.
Crowdsourcing Annotations for Visual Object Detection

A large number of images with ground truth object bounding boxes are critical for learning object detectors, which is a fundamental task in compute vision. In this paper, we study strategies to crowd-source bounding box annotations. The core challenge of building such a system is to effectively control the data quality with minimal cost. Our key observation is that drawing a bounding box is signiﬁcantly more difﬁcult and time consuming than giving answers to multiple choice questions. Thus quality control through additional veriﬁcation tasks is more cost effective than consensus based algorithms. In particular, we present a system that consists of three simple sub-tasks — a drawing task, a quality veriﬁcation task and a coverage veriﬁcation task. Experimental results demonstrate that our system is scalable, accurate, and cost-effective.
Depressive symptoms, hostility, and hopelessness in inner-city adolescent health clinic patients: factor structure and demographic correlates

Abstract Background: Depression, hostility, and hopelessness are risk factors for adult cardiovascular disease (CVD). People living in inner-city environments are particularly vulnerable. These associations may begin in adolescence, but research in this area is hampered by inadequate knowledge about how these negative psychological factors are related in teens and how they are affected by demographic characteristics. We hypothesized that depression, hostility, and hopelessness are one construct, and that this construct would be associated with race and gender in attendees at an inner-city adolescent health clinic. Methods: Two hundred and forty-six 15–18-year-old patients filled out instruments measuring depressive symptoms, hostility, and hopelessness. Confirmatory factor analysis was used to determine whether the negative psychological factors comprised a single construct or three separate ones. General linear modeling (GLM) was used to test the associations between demographic characteristics and the results of the factor analysis. Results: Depressive symptoms, hostility, and hopelessness were best characterized as three separate constructs, not one (root mean square error of approximation (RMSEA)=0.041, 90% confidence interval (CI)=(0.035, 0.047), comparative fit index (CFI)=0.98). There were no significant relationships between demographic variables and depressive symptoms or hostility. Six percent of the variance in hopelessness scores was accounted for by gender, race, and the interaction between the two (F=3.76; p=0.006), with White males, reporting the highest levels of hopelessness. Conclusion: In an urban adolescent health clinic population, depressive symptoms, hostility, and hopelessness were best understood as three separate constructs. Hopelessness was significantly higher in White males. Implications for future clinical research on negative psychological factors in teens are discussed.
The effect of air resistance on the jump performance of a small parasitoid wasp, Anagyrus pseudococci (Encyrtidae)

ABSTRACT The distance a small insect moves through the air during a jump is limited by the launch velocity at take-off and by air resistance. The launch velocity is limited by the length of the jumping legs and the maximum power that the jump apparatus can provide for pushing against the ground. The effect of air resistance is determined by the insect mass-to-area ratio. Both limitations are highly dependent on body size, making high jumps a challenge for smaller insects. We studied both effects in the tiny Encyrtid wasp Anagyrus pseudococci. Males are smaller than females (mean body length 1.2 and 1.8 mm, respectively), but both sexes take off in a powerful jump. Using high-speed cameras, we analyzed the relationship between take-off kinematics and distance traveled through the air. We show that the velocity, acceleration and mass-specific power when leaving the ground places A. pseudococci among the most prominent jumpers of the insect world. However, the absolute distance moved through the air is modest compared with other jumping insects, as a result of air resistance acting on the small body. A biomechanical model suggests that air resistance reduces the jump distance of these insects by 49% compared with jumping in the absence of air resistance. The effect of air resistance is more pronounced in the smaller males, resulting in a segregation of the jumping performance between sexes. The limiting effect of air resistance is inversely proportional to body mass, seriously constraining jumping as a form of moving through the air in these and other small insects. Summary: In a small sexually dimorphic parasitoid wasp, smaller males pay a higher penalty of air resistance during take-off jumps. Nevertheless, both sexes achieve outstanding jump heights compared with their body size.
Randomized clinical trial of intraoperative parathyroid gland angiography with indocyanine green fluorescence predicting parathyroid function after thyroid surgery

Hypoparathyroidism, the most common complication after thyroid surgery, leads to hypocalcaemia and significant medical problems. An RCT was undertaken to determine whether intraoperative parathyroid gland angiography with indocyanine green (ICG) could predict postoperative hypoparathyroidism, and obviate the need for systematic blood tests and oral calcium supplementation.
Immunobiotics for the Bovine Host: Their Interaction with Intestinal Epithelial Cells and Their Effect on Antiviral Immunity

The scientific community has reported several cases of microbes that exhibit elevated rates of antibiotic resistance in different regions of the planet. Due to this emergence of antimicrobial resistant microorganisms, the use of antibiotics as promoters of livestock animals’ growth is being banned in most countries around the world. One of the challenges of agricultural immunology therefore is to find alternatives by modulating the immune system of animals in drug-independent safe food production systems. In this regard, in an effort to supplant antibiotics from bovine feeds, several alternatives were proposed including the use of immunomodulatory probiotics (immunobiotics). The purpose of this review is to provide an update of the status of the modulation of intestinal antiviral innate immunity of the bovine host by immunobiotics, and the beneficial impact of immunobiotics on viral infections, focused on intestinal epithelial cells (IECs). The results of our group, which demonstrate the capacity of immunobiotic strains to beneficially modulate Toll-like receptor 3-triggered immune responses in bovine IECs and improve the resistance to viral infections, are highlighted. This review provides comprehensive information on the innate immune response of bovine IECs against virus, which can be further investigated for the development of strategies aimed to improve defenses in the bovine host.
Modeling the Interplay Between Psychological Processes and Adverse, Stressful Contexts and Experiences in Pathways to Psychosis: An Experience Sampling Study

Several integrated models of psychosis have implicated adverse, stressful contexts and experiences, and affective and cognitive processes in the onset of psychosis. In these models, the effects of stress are posited to contribute to the development of psychotic experiences via pathways through affective disturbance, cognitive biases, and anomalous experiences. However, attempts to systematically test comprehensive models of these pathways remain sparse. Using the Experience Sampling Method in 51 individuals with first-episode psychosis (FEP), 46 individuals with an at-risk mental state (ARMS) for psychosis, and 53 controls, we investigated how stress, enhanced threat anticipation, and experiences of aberrant salience combine to increase the intensity of psychotic experiences. We fitted multilevel moderated mediation models to investigate indirect effects across these groups. We found that the effects of stress on psychotic experiences were mediated via pathways through affective disturbance in all 3 groups. The effect of stress on psychotic experiences was mediated by threat anticipation in FEP individuals and controls but not in ARMS individuals. There was only weak evidence of mediation via aberrant salience. However, aberrant salience retained a substantial direct effect on psychotic experiences, independently of stress, in all 3 groups. Our findings provide novel insights on the role of affective disturbance and threat anticipation in pathways through which stress impacts on the formation of psychotic experiences across different stages of early psychosis in daily life.
Clinical outcome of patients with major bleeding after venous thromboembolism

Summary The natural history of patients with venous thromboembolism (VTE) who develop a major bleeding complication while on anticoagulant therapy is not well known. RIETE is a prospective registry of consecutive patients with symptomatic, objectively confirmed, acute VTE. The clinical characteristics, treatment decisions and outcome of all VTE patients who had major bleeding during the first three months of anticoagulant therapy were retrospectively studied. As of January 2007, 17,368 patients were included in RIETE. Of these, 407 (2.3%) had major bleeding during the study period: 144 gastrointestinal, 119 haematoma, 51 intracranial, 43 genitourinary, 50 other. In 286 (69%) patients anticoagulant therapy was discontinued, in 74 (18%) not modified, in 38 (9.1%) a vena cava filter was inserted. During the first 30 days after bleeding, 24 (5.9%) patients re-bled, 20 (4.9%) had recurrent VTE, 133 (33%) died. Of these, 75 died of bleeding, 12 of recurrent pulmonary embolism. Most deaths occurred shortly after the bleeding episode (median:1 day). On multivariate analysis, insertion of a vena cava filter was the only variable independently associated with a lower incidence of fatal bleeding (odds ratio [OR]: 0.10; 95% confidence interval [CI]: 0.01–0.79) and all-cause mortality (OR: 0.21; 95%CI: 0.07–0.63). In conclusion, the occurrence of major bleeding in patients with VTE is outstanding in terms of overall mortality (33% within 30 days), fatal bleeding (18%) or re-bleeding (5.9%). However, these patients also have an increased incidence of recurrent VTE (4.9%) and fatal pulmonary embolism (1.2%).
Acute Coronary Disease Low-dose dobutamine echocardiography and rest-redistribution thallium-201 tomography in the assessment of spontaneous recovery of left ventricular function after recent myocardial infarction

Spontaneous improvement of contraction and perfusion occurs after acute myocardial infarction. The relative merit of low-dose dobutamine stress echocardiography (LDDE) and rest-redistribution thallium scintigraphy (RR TI) in this setting has not been evaluated. We studied 30 patients at 7 +_ 3 days after acute myocardial infarction with LDDE (5 to 10 IJg/kg/min) and RR TI single photon emission computed tomography. Viability was defined as improvement of wall thickening at LDDE in the presence of redistribution or a defect with uptake ->50% of peak activity at RR TI. Baseline echocardiography and RR TI were repeated after 3 months. In 112 dyssynergic segments, viability was detected in 60 (54%) by RR TI and in 39 (35%) by LDDE (p < 0.005). Spontaneous improvement of function was detected in 35 (31%) segments, in the same regions, thallium uptake increased significantly. The sensitivity, specificity, and accuracy of LDDE for predicting late improvement of wall motion were 77%, 84%, and 82%, respectively. Those of RR TI were 77%, 57%, and 63%, respectively. Specificity and accuracy of LDDE were higher than RR TI (p < 0.005). We conclude that a myocardial viability pattern after acute myocardial infarction is more frequently detected by RR TI than by LDDE. Both techniques are equally sensitive, but LDDE is a more specific predictor of spontaneous recovery of regional left ventricular fu nction. (Am Heart J 1996; 131:1088-96.)
Potential Health Benefits of Olive Oil and Plant Polyphenols

Beneficial effects of natural plant polyphenols on the human body have been evaluated in a number of scientific research projects. Bioactive polyphenols are natural compounds of various chemical structures. Their sources are mostly fruits, vegetables, nuts and seeds, roots, bark, leaves of different plants, herbs, whole grain products, processed foods (dark chocolate), as well as tea, coffee, and red wine. Polyphenols are believed to reduce morbidity and/or slow down the development of cardiovascular and neurodegenerative diseases as well as cancer. Biological activity of polyphenols is strongly related to their antioxidant properties. They tend to reduce the pool of reactive oxygen species as well as to neutralize potentially carcinogenic metabolites. A broad spectrum of health-promoting properties of plant polyphenols comprises antioxidant, anti-inflammatory, anti-allergic, anti-atherogenic, anti-thrombotic, and anti-mutagenic effects. Scientific studies present the ability of polyphenols to modulate the human immune system by affecting the proliferation of white blood cells, and also the production of cytokines or other factors that participate in the immunological defense. The aim of the review is to focus on polyphenols of olive oil in context of their biological activities.
Inverting the Generator of a Generative Adversarial Network

Generative adversarial networks (GANs) learn a deep generative model that is able to synthesize novel, high-dimensional data samples. New data samples are synthesized by passing latent samples, drawn from a chosen prior distribution, through the generative model. Once trained, the latent space exhibits interesting properties that may be useful for downstream tasks such as classification or retrieval. Unfortunately, GANs do not offer an “inverse model,” a mapping from data space back to latent space, making it difficult to infer a latent representation for a given data sample. In this paper, we introduce a technique, inversion, to project data samples, specifically images, to the latent space using a pretrained GAN. Using our proposed inversion technique, we are able to identify which attributes of a data set a trained GAN is able to model and quantify GAN performance, based on a reconstruction loss. We demonstrate how our proposed inversion technique may be used to quantitatively compare the performance of various GAN models trained on three image data sets. We provide codes for all of our experiments in the website (https://github.com/ToniCreswell/InvertingGAN).
Rapid blood-pressure lowering in patients with acute intracerebral hemorrhage.

BACKGROUND Whether rapid lowering of elevated blood pressure would improve the outcome in patients with intracerebral hemorrhage is not known. METHODS We randomly assigned 2839 patients who had had a spontaneous intracerebral hemorrhage within the previous 6 hours and who had elevated systolic blood pressure to receive intensive treatment to lower their blood pressure (with a target systolic level of <140 mm Hg within 1 hour) or guideline-recommended treatment (with a target systolic level of <180 mm Hg) with the use of agents of the physician's choosing. The primary outcome was death or major disability, which was defined as a score of 3 to 6 on the modified Rankin scale (in which a score of 0 indicates no symptoms, a score of 5 indicates severe disability, and a score of 6 indicates death) at 90 days. A prespecified ordinal analysis of the modified Rankin score was also performed. The rate of serious adverse events was compared between the two groups. RESULTS Among the 2794 participants for whom the primary outcome could be determined, 719 of 1382 participants (52.0%) receiving intensive treatment, as compared with 785 of 1412 (55.6%) receiving guideline-recommended treatment, had a primary outcome event (odds ratio with intensive treatment, 0.87; 95% confidence interval [CI], 0.75 to 1.01; P=0.06). The ordinal analysis showed significantly lower modified Rankin scores with intensive treatment (odds ratio for greater disability, 0.87; 95% CI, 0.77 to 1.00; P=0.04). Mortality was 11.9% in the group receiving intensive treatment and 12.0% in the group receiving guideline-recommended treatment. Nonfatal serious adverse events occurred in 23.3% and 23.6% of the patients in the two groups, respectively. CONCLUSIONS In patients with intracerebral hemorrhage, intensive lowering of blood pressure did not result in a significant reduction in the rate of the primary outcome of death or severe disability. An ordinal analysis of modified Rankin scores indicated improved functional outcomes with intensive lowering of blood pressure. (Funded by the National Health and Medical Research Council of Australia; INTERACT2 ClinicalTrials.gov number, NCT00716079.).
Maternal Syphilis: An Independent Risk Factor for Mother to Infant Human Immunodeficiency Virus Transmission

Abstract Syphilis is associated with increased human immunodeficiency virus acquisition and sexual transmission; we examined impact on human immunodeficiency virus mother-to-child transmission among mother-infant pairs enrolled in the India Six-Week Extended-Dose Nevirapine study. Maternal syphilis, diagnosed serologically using Venereal Disease Research Laboratory titer plus Treponema Pallidum Hemagglutination Assay, was associated with 2.5-fold greater risk.