Previous Surveys Research Articles

The Impact of Adversarial Attacks on Federated Learning: A Survey.

Federated learning (FL) has emerged as a powerful machine learning technique that enables the development of models from decentralized data sources. However, the decentralized nature of FL makes it vulnerable to adversarial attacks. In this survey, we provide a comprehensive overview of the impact of malicious attacks on FL by covering various aspects such as attack budget, visibility, and generalizability, among others. Previous surveys have primarily focused on the multiple types of attacks and defenses but failed to consider the impact of these attacks in terms of their budget, visibility, and generalizability. This survey aims to fill this gap by providing a comprehensive understanding of the attacks' effect by identifying FL attacks with low budgets, low visibility, and high impact. Additionally, we address the recent advancements in the field of adversarial defenses in FL and highlight the challenges in securing FL. The contribution of this survey is threefold: first, it provides a comprehensive and up-to-date overview of the current state of FL attacks and defenses. Second, it highlights the critical importance of considering the impact, budget, and visibility of FL attacks. Finally, we provide ten case studies and potential future directions towards improving the security and privacy of FL systems.

“It’s Like Having an Uncontrolled Situation”: Using Body Maps to Understand the Embodied Experiences of People with Hidradenitis Suppurativa, a Chronic Dermatological Condition

Hidradenitis suppurativa (HS) is a chronic, inflammatory, and often debilitating skin condition that includes painful “flares” in the groin, genital, and underarms. (1) Background: Patients with HS have the highest reported mental health comorbidities among dermatological conditions. Qualitative social science research about HS is limited, so this study aimed to understand the lived experiences of people with HS through body mapping. Body mapping is a participatory research process where participants illustrate a drawing of their body with images, symbols, and words that represent their embodied experience. (2) Methods: This study recruited 30 participants from a previous survey about HS experiences. Participants selected from pre-made body silhouettes based on their body shape, illustrated a body map about their HS experience, then shared their body map during in-depth interviews. Interviews and body maps were analyzed with the same codebook created with inductive and deductive codes. (3) Results: The body map drawings yielded rich visual data and the mapping process helped participants express their HS experiences in unique ways that cannot always be captured with textual data alone. (4) Conclusions: This study adds to the limited social science literature about HS and introduces body mapping as a relevant qualitative method for exploring chronic dermatological conditions.

Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review

In this article, we focus on the opacity issue of sub-symbolic machine learning predictors by promoting two complementary activities— symbolic knowledge extraction (SKE) and symbolic knowledge injection (SKI)—from and into sub-symbolic predictors. We consider as symbolic any language being intelligible and interpretable for both humans and computers. Accordingly, we propose general meta-models for both SKE and SKI, along with two taxonomies for the classification of SKE and SKI methods. By adopting an explainable artificial intelligence (XAI) perspective, we highlight how such methods can be exploited to mitigate the aforementioned opacity issue. Our taxonomies are attained by surveying and classifying existing methods from the literature, following a systematic approach, and by generalising the results of previous surveys targeting specific sub-topics of either SKE or SKI alone. More precisely, we analyse 132 methods for SKE and 117 methods for SKI, and we categorise them according to their purpose, operation, expected input/output data and predictor types. For each method, we also indicate the presence/lack of runnable software implementations. Our work may be of interest for data scientists aiming at selecting the most adequate SKE/SKI method for their needs, and may also work as suggestions for researchers interested in filling the gaps of the current state-of-the-art as well as for developers willing to implement SKE/SKI-based technologies.

The Practice of Forensic Structural Engineering in IABSE's Member Countries

The IABSE Task Group 5.1 on Forensic Structural Engineering aims to examine and to mitigate structural failures by sharing knowledge of technical, human and organizational causes of failure, in addition to methods and techniques in forensic investigation processes. Forensic engineering expertise has yet to be recognized worldwide as a specific domain of civil engineering practice, and this paper amends previously published technical reports in 2012, 2014 and 2015 by former IABSE Working Group 8 following a new survey carried out in 2020–2022. This new survey has been developed with the lessons learnt from the previous survey in 2013–2014, including the validation of the results obtained by eliminating potential subjectivity in the former assessment. This survey also includes further understanding of the institutional and national regulatory framework. The survey was completed by 22 IABSE member countries whose responses were provided by national experts on forensic structural engineering. This paper will allow the reader to familiarize him/herself with the state of the art in forensic structural engineering practice across 22 countries, allowing a national-level diagnosis. The survey will also help to identify the main challenges within each country related to forensic engineering. Furthermore, recommended steps, as suggested by the national experts, for the awareness and/or development of good industry practice within forensic structural engineering are highlighted in this paper. Online supplemental data for this article can be accessed at https://doi.org/10.1080/10168664.2024.2307411.

Prospective Multicenter Registry-Based Study on Thyroid Storm: The Guidelines for the Management from Japan are Useful.

The mortality rate in thyroid storm (TS) has been reported to be higher than 10%. We aimed to evaluate the effectiveness of the 2016 guidelines for the management of TS proposed by the Japan Thyroid Association and Japan Endocrine Society. Prospective registry-based study through a secure web platform. Prospective multicenter registry. Patients with new-onset TS were registered in the Research Electronic Data Capture (REDCap). On day 30 after admission, clinical information and prognosis of each patient were added to the platform. On day 180, the prognosis was described. This study included 110 patients with TS. The median of Acute Physiology and Chronic Health Evaluation (APACHE) II score was 13, higher than the score in the previous nationwide epidemiological study, 10 (p = 0.001). Nonetheless, the mortality rate at day 30 was 5.5%, approximately half compared with 10.7% in the previous nationwide survey. Lower body mass index, shock and lower left ventricular ejection fraction were positively associated with poor prognosis at day 30, while the lack of fever ≥ 38℃ was related to the outcome. The mortality rate in patients with an APACHE II score ≥12 for whom the guidelines were not followed was significantly higher than the rate in patients for whom the guidelines were followed (50% vs. 4.7%) (p = 0.01). Prognosis seemed better than in the previous nationwide survey, even though disease severity was higher. The mortality rate was lower when the guidelines were followed. Thus, the guidelines are useful for managing TS.

Imaging faults and fractures with the difference of fast and slow shear-wave splitting reflectivity, Δγ(S): 3D/9C survey in Midland Basin, West Texas, and 3D/3C survey in Washakie Basin, Wyoming

One of the most important applications of shear-wave (S-wave) seismic exploration has been in reservoir fracture characterization. While many advancements have been made over the past 30 years to compute and correct for the long-wavelength kinematics of S-wave splitting (SWS) (fast S-wave polarization directions and slow S-wave time delays), practically no progress has been made in imaging the short-wavelength reflectivity of fractures directly with Δγ(S). This property is the contrast in the SWS anisotropy parameter, γ(S), and represents the reflection amplitude at vertical incidence for changes in fracture density and orientation across an interface. In this article, we examine the Lupin nine-component survey in Midland Basin, Texas, for the technical reliability of imaging fractures in depth with converted P to S waves (PS waves) guided by pure-mode horizontal shear waves and vertical shear waves. Final Δγ(S) amplitude maps for each mode show sensitivity to fractures, faults, and the maximum horizontal stress direction. These maps are computed from the difference between fast and slow S-wave stacks (after SWS analysis and correction) and P-wave amplitude variation with offset gradient stacks. The S-wave difference maps identify an east–west lineament, possibly a strike-slip fault or fracture corridor, that is not observed by P-wave depth slices. Pure-mode S waves and PS waves are orders of magnitude more sensitive to Δγ(S) than P waves. We also review the development of Δγ(S) and find that it has been relatively unexploited by the exploration industry. In addition, we demonstrate that Δγ(S) can be obtained directly from the objective function of the transverse energy to correct for SWS, and show a four-component Alford rotation example from a previous PS-wave survey in the Washakie Basin, Wyoming.

Nuclear medicine practice in Japan: a report of the ninth nationwide survey in 2022.

Subcommittee on Survey of Nuclear Medicine Practice in Japan has performed a nationwide survey of nuclear medicine practice every 5years since 1982 to survey contemporary nuclear medicine practice and its changes over the years. The subcommittee sent questionnaires, including the number and category of examinations as well as the kind of the radiopharmaceuticals during the 30days of June 2022 to all nuclear medicine institutes in Japan. The total numbers of them for the year 2022 were estimated depends on the 1-month data. A total of 1095 institutes responded to the survey, including 364 positron emission tomography (PET) centers. The recovery rate was 90.6%. The number of gamma cameras installed was 1299 in total, with 2.5% decrease in 5years. Dual-head cameras and hybrid SPECT/CT scanners accounted for 83.8% and 35.5%, respectively. The number of single-photon tracer studies in 2022 was 1.11million which means increase in 2.7% in 5years. Bone scintigraphy was a leading examination (31.0%), followed by myocardial scintigraphy (27.1%) and cerebral perfusion study (23.8%) in order. The percentage of SPECT studies showed an increase from 63.5% in previous survey to 66.8% in this survey. PET centers have also increased from 389 to 412, as compared with the previous one. One hundred and twenty-two PET centers have installed one or two in-house cyclotrons. Increasing trends of the PET studies were observed from 1992 to 2017, the trend changed and PET studies showed 1.5% decrease in 5years. 18F-FDG accounted for 98.6% (610,497 examinations). PET examinations using 11C-methionine, 13N-NH3 and 11C-PIB have decreased, with 1624, 2146 and 525 examinations, respectively in 2022. The total number of nuclear medicine examination was eventually increased by 1.0%. Therapies for pheochromocytoma or paraganglioma (PPGL) with 131I-MIBG and for neuroendocrine tumor with 177Lu-DOTA-TATE were newly started, however, a total number of targeted radionuclide therapy was decreased by 17.7% because 131I-radioiodine and 223Ra targeted therapies were decreased and supply of some radioisotopes was discontinued. 131I-radioiodine targeted therapy showed a decrease in 5years (- 15.9%), including 4099 patients for thyroid cancer. The number of out-patient thyroid bed ablation therapy with 1110MBq of 131I was also decreased to 1015 per year. The number of admission rooms specialized for radionuclide targeted therapy increased from 157 to 160. The number of 223Ra targeted therapies for castration-resistant metastatic prostate cancer (mCRPC) was 1041 patients. This survey was performed during COVID-19 pandemic, however, total number of nuclear medicine examinations was almost same as previous survey (+ 1.0%). Radionuclide therapies with 131I-MIBG and 177Lu-DOTA-TATE were newly started, and new radionuclide therapy will be available in future, therefore, the development of radionuclide therapy will be continued. We are convinced that this survey report is useful in understanding the current status of the nuclear medicine practice in Japan, and in devising the new strategy to strengthen a role ofnuclear medicine.

Contrast-enhanced Chest Ultrasound – Modern Achievements of Pulmonology in Bulgaria

Contrast-enhanced ultrasound (CEUS) is an innovative imaging method in pulmonology based on the intravenous administration of a contrast medium in the form of microspheres, and the subsequent detailed representation of the perfusion characteristics of the target tissues. The method allows the distinction between malignant and benign origin of a given pathological lesion. The purpose of the current article is to introduce to the scientific society the modern achievements of contrast-enhanced ultrasound of the thorax in pulmonology in Bulgaria. We present twenty-seven clinical cases from the period 2017--2020, in which CEUS was applied at different stages of the diagnostic process. The results are compared with a previous survey conducted in Bulgaria in 2011.

Survey on Quality of Experience Evaluation for Cloud-Based Interactive Applications

A cloud-based interactive application (CIA) is an application running in the cloud with stringent interactivity requirements, such as remote desktop and cloud gaming. These services have experienced a surge in usage, primarily due to the adoption of new remote work practices during the pandemic and the emergence of entertainment schemes similar to cloud gaming platforms. Evaluating the quality of experience (QoE) in these applications requires specific metrics, including interactivity time, responsiveness, and the assessment of video- and audio-quality degradation. Despite existing studies that evaluate QoE and compare features of general cloud applications, systematic research into QoE for CIAs is lacking. Previous surveys often narrow their focus, overlooking a comprehensive assessment. They touch on QoE in broader contexts but fall short in detailed metric analysis. Some emphasise areas like mobile cloud computing, omitting CIA-specific nuances. This paper offers a comprehensive survey of QoE measurement techniques in CIAs, providing a taxonomy of input metrics, strategies, and evaluation architectures. State-of-the-art proposals are assessed, enabling a comparative analysis of their strengths and weaknesses and identifying future research directions.

In the Footsteps of the Silk Road: Czech-Kyrgyz Geo-environmental Project

Kyrgyzstan can be represented, geomorphologically-speaking, by a transect between the Fergana lowlands and the Tien Shan highlands and is an outstanding area for the study of paleoclimatic conditions relating to climatic changes. These changes have been crucial for the behaviour of past cultures in this area, especially due to the presence of the Silk Road. A Czech environmental team, covering geology, geomorphology, pedology, paleoecology, archaeobotany, malacology, osteology and many other disciplines, has been following up previous survey fieldwork undertaken in this area. Since 2021, the expeditions in the south-eastern Kyrgyzstan (Osh Region) have been aiming at the structure and settlement pattern development in the contact zone between the fertile Fergana basin and the steppe environment at the foothills of the Pamir-Alai and Tian-Shan Mountains, from prehistory until the present, including the material testimony of life on the ancient and medieval Silk Road. This work is a part of an agreement between the University of West Bohemia in Pilsen, the Osh State University and the Institute of History, Archaeology and Ethnology named after B. Dzamgyrchinov of the National Academy of Sciences of the Kyrgyz Republic. One of the major challenges of the ongoing geoarchaeological and palaeoecological research is to link climate changes and changes forced by human action with the transformation of settlement and landscape patterns.

Moss as a Biomonitor to Identify Atmospheric Deposition of Minor and Trace Elements in Macedonia

The present work was carried out to obtain and highlight the fifth comprehensive baseline dataset on atmospheric deposition of trace elements and to assess air quality in Macedonia. In the period from August to September 2020, a total of 72 moss samples were collected in accessible areas in the country. The content of 28 elements (Ag, Al, B, Ba, Ca, Cd, Co, Cr, Cu, Fe, Ga, Hg, K, La, Mg, Mn, Mo, Na, Ni, P, Pb, S, Sb, Sc, Sr, Ti, U, and Zn) was determined using inductively coupled plasma–mass spectrometry. Based on the data obtained on the content of the elements, a factor analysis was carried out to identify and characterise different sources of pollution. In addition, distribution maps were created for all elements to show the regions most affected by anthropogenic activities. The survey conducted in 2020 has shown that air pollution with potentially toxic elements (PTEs) has slightly decreased compared to the results of the previous survey from 2015. This is due to the fact that, despite the operation of all mining and smelting facilities with the same capacity, government regulations for the installation of cleaning systems and additional regulations to reduce pollution have been introduced in the last five years. Nevertheless, the fact remains that the highest anthropogenic air pollution with PTEs is still caused by the operation of the ferronickel smelter in Kavadarci (Ni and Cr) in the southern part and by the lead and zinc mines in Probištip, Makedonska Kamenica, and Kriva Palanka in the eastern part of the country (Cd, Pb, and Zn).

Rotator cuff disorders: An updated survey of current (2023) UK physiotherapy practice.

Clinical guidelines recommend treatment by a physiotherapist for people with shoulder pain due to rotator cuff disorder. Despite this recommendation, research evidence supporting the effectiveness of treatment by a physiotherapist is uncertain. While developing a randomised controlled trial to test the effectiveness of treatment by a physiotherapist for people with shoulder pain due to rotator cuff disorders, we first aimed to understand current practice as a basis for defining usual care. An online survey was developed based on a clinical vignette used in a previous survey exploring physiotherapy practice for people with shoulder pain due to rotator cuff disorder. UK-based physiotherapists were invited to complete the survey via X and email across professional networks. One Hundred Seventy complete responses were received. 167 (98%) respondents would offer advice/education to patients with shoulder rotator cuff disorders; 146 (86%) would use isotonic exercise (including concentric/eccentric strengthening); 20 (12%) would offer a corticosteroid injection; 7 (4%) would use joint mobilisation. 168/169 (99%) would offer in-person assessment; 115 (68%) expect to deliver treatment over three to four sessions. Fifty percent agreed there is uncertainty about the effectiveness of physiotherapy treatment for patients with shoulder rotator cuff disorders. Seventy six percent agreed that patients with this condition can recover without physiotherapy intervention. Exercise and advice remain the most common treatments offered by physiotherapists for people with shoulder pain due to rotator cuff disorder. Corticosteroid injections are infrequently considered. Uncertainty about the effectiveness of treatment by a physiotherapist for shoulder pain due to rotator cuff disorder is evident.

Increasing compliance with public health guidelines among adolescents: Lessons for the future from the US COVID-19 pandemic

Purpose: To explore factors influencing compliance with COVID-19 recommended preventive behaviours focusing on types of information sources about COVID-19, learning about disinfectant use and constructs of the Health Belief Model among adolescents at the start of the COVID-19 pandemic. Design: Cross-sectional descriptive design. Setting: A survey was distributed electronically to organisations, parents and student groups in Southern California 10 months after the declaration of the COVID-19 pandemic. Sample: A total of 217 students aged between 12 and 19 years old. Measures: Questions were adapted from a previous nationwide online survey about COVID-19. Analysis: Descriptive and logistic regression analyses were used to analyse the data. Results: The most common type of information (communication) source was an interpersonal one (parents), and the least common type was an official (federal, school) source. Statistically significant better protective behaviours aligned with COVID-19 recommendations were seen in students who received more information from official sources; less information from social media or friends; believed in the accuracy and benefits of utilising the COVID-19 pandemic information and learned about the use of disinfectants and were confident in cleaning surfaces of devices and equipped. However, those who perceived themselves at risk of COVID-19 infection and had perceived high risks in general reported lower (but not statistically significant) compliance with protective behaviour. The level of knowledge about COVID-19 was not statistically associated with compliance with protective behaviour. Conclusion: Parents’ role in guiding adolescents is critical. Evidence-based information about COVID-19 should be delivered through official sources to facilitate adolescents’ understanding and active participation in public health efforts.

Using local ecological knowledge to determine the status of Cantor's giant softshell turtle Pelochelys cantorii in Kerala, India

AbstractThe Critically Endangered Cantor's giant softshell turtle Pelochelys cantorii is a freshwater turtle found in South and Southeast Asia. Its population is declining because of habitat destruction and alteration, and hunting for its meat. Data on the species’ ecology, behaviour, population size, distribution and threats are limited, and previous surveys undertaken in India have failed to detect individuals in the wild. This lack of data hinders strategic conservation planning. Ecologists and conservationists increasingly utilize local ecological knowledge to determine the status and gain insights into the ecology of threatened and rare species that are difficult to detect in field studies. To examine the historical and current occurrence of Cantor's giant softshell turtle, we conducted community interviews along the Chandragiri River in Kerala, India. With data from these interviews, we identified multiple sites where the species continues to occur. Older respondents and those that used the river for fishing and irrigation were more likely to report sightings of the species. Our findings also improved knowledge about the turtles’ seasonal and diel activity patterns. A network of key informants identified through the interviews provided information on turtle bycatch, sightings and nesting. This network is being utilized for the continued monitoring of the species and could help in devising evidence-based management strategies for softshell turtles in India. These methods can also be adopted more widely for other threatened species of freshwater turtles globally.

Biobehavioral survey using time location sampling among female sex workers living in Ghana in 2020.

The HIV epidemic in Ghana is characterized as a mix of a low-level generalized epidemic with significant contributions from transmission among female sex workers (FSW) and their clients. This study seeks to identify and describe key characteristics and sexual behaviors of FSW and estimate the prevalence of HIV, syphilis, gonorrhea, chlamydia, and hepatitis B virus (HBV) among FSW in Ghana. A total of 7,000 FSW were recruited for the study using Time Location Sampling (TLS) approach with 5,990 (85.6%) participants completing both biological and the behavioral aspects of the study. A structured questionnaire was administered to respondents to assess several factors, such as background characteristics, sexual risk behaviors, condom usage, HIV/AIDS knowledge, opinions, and attitudes. Trained staff conducted face-to-face interviews using mobile data collection software (REDCap) after provision of specimens for HIV and STI testing. Descriptive statistics such as medians, ranges, charts, and percentages are performed and presented. Also included, are bivariate analyses to establish relationships between FSW type and other relevant characteristics of the study. Among the 7,000 (100%) FSW sampled from all regions, 6,773 took part in the behavioral and 6,217 the biological. There were 783 (11.2%) respondents who took part only in the behavioral and 227 (3.2%) only in the biological. Most were young, with a median age of 26 years, majority had never been married or were widowed/divorced and a quarter had no education or had only primary education. Majority (74.8%) of FSW first sold sex at age 25 years or less with a median age of 20 years. Most (84.8%) of the FSW indicated that they entered sex work for money, either for self or family and had an average of eleven (11) sexual partners per week. More than half (55.2%) of the FSW were new entrants who had been in sex work for less than 5 years before the study. Consistent condom use with paying clients was generally unsatisfactory (71%), and was however, very low (24%) with their intimate partners or boyfriends. Only about half (54.6%) of FSW have been exposed to HIV prevention services in the last three months preceding the survey, and this varies across regions. Overall, comprehensive knowledge about HIV and AIDS was low. Only 35% of FSW had comprehensive knowledge. HIV prevalence was 4.6% and was higher among seaters (brothel-based) and older FSW who had been sex work for a longer period. The HIV prevalence from the previous bio-behavioral survey (BBS) in 2015 and 2011 were estimated to be 6.9 and 11.1%, respectively. Compared to the results from the previous studies, the findings give an indication that Ghana is making significant progress in reducing the burden of HIV among FSW in the country. However, risky behaviors such as low consistent condom use, low coverage of HIV services across the regions, and low comprehensive knowledge could reverse the gains made so far. Immediate actions should be taken to expand coverage of HIV services to all locations. Efforts must be made to reach out to the new entrants while also addressing strongly held myths and misconceptions about HIV.

Mediating role of organizational trust between transformational leadership and workplace deviant behavior of employees in banking sector of Pakistan

PURPOSE: Based on theory of social exchange and theory of the psychological contract, this explanatory study reconnoiters the mediating factor of organization trust on transformational leadership in connection with workplace contradictory behavior in the banking sector to mitigate the incidents as evident from different bank reports and newspapers. RESEARCH DESIGN: Cluster sampling is properly applied on the key recommendations of previous studies and survey questionnaire from 400 (Male = 240 Female = 160) potential respondents from various banks were carefully composed to test using SEM-Amos. FINDINGS: The results shown that TL characteristically considers no candid connection with WDB in the finance sector, however organizational trust purely clarified the unique bond between TL and WDB more commendably. Commercial Banking industry can persuasively progress the irregular conduct of local bankers by appropriately smearing this logical investigation, likewise, standing procedures can also be upgraded in the stern nimble of the extracted outcomes of this study. ORIGINALITY: This study realistically contributes to the literature of leadership style and deviant behavior based upon social Exchange and psychological contract philosophy and mediating factors affecting deviant behavior and transformational leadership. It established the causative factors that bridged the theoretical gaps between TL and WDB in the banking industry.

A 12-year follow up survey of childhood blindness at schools for the blind in Cambodia

BackgroundCambodia is a low-income country in South East Asia with a population of 15.5 million people of whom 4.9 million (38%) are under the age of 16. The causes of childhood blindness in Cambodia have not been investigated since the first survey of schools for the blind done in 2009 by our group. Given the large demographic and economic shifts in Cambodia since 2009 it is important to determine if these causes have changed in order to ensure intervention programmes are appropriately targeted. The purpose of the present study is to investigate the prevalence of causes of childhood blindness at schools for the blind in Cambodia.MethodsStudents between the ages of 5 and 16 years who were attending schools for the blind in Cambodia were examined by a consultant paediatric ophthalmologist and had clinical photographs taken. Distance visual acuity was measured using a logMAR tumbling E chart and the WHO definitions of blindness and severe visual impairment were used. The examining ophthalmologist recorded the anatomical site and aetiology of vision loss using the WHO Prevention of Blindness eye examination record for children. Collected data were compared to a previous survey from 2009.ResultsData from 73 students were included for analysis. The most common anatomical location of abnormality causing vision loss was the cornea (n = 20, 33.9%) followed by the lens and retina (n = 11, 18.64% each). Hereditary factors (n = 29, 49.15%) and childhood diseases (n = 27, 45.76%) were the most common aetiological causes of childhood blindness. The majority (71.19%) of childhood blindness was avoidable. The present study did not demonstrate 0a significant difference in the causes of childhood blindness compared to 2009.ConclusionsCorneal pathologies continue to represent the most common cause of vision loss amongst the surveyed population and the majority of causes of childhood blindness continue to be avoidable. These findings will facilitate the development of evidence-based targeted interventional programmes in Cambodia.

Dense Text Retrieval Based on Pretrained Language Models: A Survey

Text retrieval is a long-standing research topic on information seeking, where a system is required to return relevant information resources to user’s queries in natural language. From heuristic-based retrieval methods to learning-based ranking functions, the underlying retrieval models have been continually evolved with the ever-lasting technical innovation. To design effective retrieval models, a key point lies in how to learn text representations and model the relevance matching. The recent success of pretrained language models (PLM) sheds light on developing more capable text-retrieval approaches by leveraging the excellent modeling capacity of PLMs. With powerful PLMs, we can effectively learn the semantic representations of queries and texts in the latent representation space, and further construct the semantic matching function between the dense vectors for relevance modeling. Such a retrieval approach is called dense retrieval , since it employs dense vectors to represent the texts. Considering the rapid progress on dense retrieval, this survey systematically reviews the recent progress on PLM-based dense retrieval. Different from previous surveys on dense retrieval, we take a new perspective to organize the related studies by four major aspects, including architecture, training, indexing and integration, and thoroughly summarize the mainstream techniques for each aspect. We extensively collect the recent advances on this topic, and include 300+ reference papers. To support our survey, we create a website for providing useful resources, and release a code repository for dense retrieval. This survey aims to provide a comprehensive, practical reference focused on the major progress for dense text retrieval.

Resolution of the incongruency of dipole asymmetries within various large radio surveys – implications for the Cosmological Principle

ABSTRACT We investigate dipole asymmetries in four large radio surveys, each spanning more than 75 per cent of the sky. Two of them, the Very Large Array Sky Survey (VLASS) and the Rapid ASKAP Continuum Survey (RACS), have recently yielded dipoles that appear incongruent with each other as well as seem inconsistent with previous radio survey dipoles and the cosmic microwave background (CMB) dipole. Because these radio surveys have large overlaps in sky coverage, comprising hence large majority of common radio sources, one would not expect significant differences between their radio dipoles, irrespective of their underlying source of origin. We examine here in detail these radio dipoles, to ascertain the source of incongruency among them. We find the VLASS and RACS data to be containing some declination-dependent systematics, seemingly in the vicinity of the declination limit of each survey. We show that the effects of such systematics can be mitigated by restricting the declination limits of the respective survey during the dipole determination. A weighted mean of the sky coordinates of thus derived dipoles from the four radio surveys lies within 1.2σ of the CMB dipole direction. However, the amplitude appears significantly larger, 3.7 ± 0.6 times or more than the CMB dipole. This puts in doubt not only the conventional wisdom that the genesis of all these dipoles, including that of the CMB dipole, is due to the Solar peculiar motion, it also raises uncomfortable questions about the Cosmological Principle, the basis of the standard ΛCDM cosmological model.

Distribution and prevalence of ixodid tick species (Acari: Ixodidae) infesting cattle in Karamoja region of northeastern Uganda

BackgroundTicks and tick-borne diseases (TTBDs) are a significant threat to livestock production in sub-Saharan Africa. Transhumance pastoralism practiced in Karamoja region and other factors like cattle trade, communal grazing and the presence of wildlife predispose cattle to TTBDs. Tick species abundance and distribution data can be used as a tool for early disease diagnosis and inform tick control strategies. However, these data for north-eastern Uganda are currently limited; previous surveys were relatively localized and targeted fewer cattle kraals and numbers.MethodsWe randomly collected tick specimens from 1,534 cattle spread across Karamoja region in both the peak month of the rainy (May 2020) and the dry (February2021) seasons. The ticks were identified using morpho-taxonomic keys and the tick species identities confirmed by the 16 S rRNA gene sequencing and phylogenetic analysis.ResultsA collection of 18,637 ticks was examined and fifteen tick species from three genera (ten Rhipicephalus; three Amblyomma; two Hyalomma species) were identified. Rhipicephalus appendiculatus was the most dominant (37.9%) tick species, followed by Amblyomma variegatum (32.3%); A. lepidum (17.3%); R. evertsi evertsi (7.8%); and R. decoloratus (1.4%). Eight of these tick species were ubiquitous in the study districts while six were found in isolated areas. The peak month of the dry season collection was associated with a higher proportion of tick-infested cattle (91%) compared to the peak month of the rainy season (89.8%); a difference that was not found statistically significant (χ2 = 0.5077, n = 1385, p = 0.476). The overall cattle infestation rate was mainly dominated by five tick species namely: A. variegatum (55%), R. appendiculatus (53%), A. lepidum (41%), R. evertsi (22%), and R. decoloratus (8%). The proportion of tick-infested cattle was highest in Napak District (95.4%) and lowest in Amudat District (80.9%) during the peak month of the rainy season. Napak and Amudat Districts also had the highest and lowest proportion of tick-infested cattle (94.8% and 80.7% respectively) during the peak month of the dry season. Rhipicephalus microplus was confirmed in Amudat, Kaabong and Napak districts.ConclusionThis study demonstrates high tick infestation rates in cattle by a battery of tick species in Karamoja region. We identified both R. microplus and R. decoloratus which indicates that R. microplus has recently been introduced in this region. This calls for effective tick control responses to prevent further spread of this invasive cattle tick specie.