Articles tagged with Data Analysis
Comprehensive exploration of living organisms, biological systems, and life processes across all scales from molecules to ecosystems. Encompasses cutting-edge research in biology, genetics, molecular biology, ecology, biochemistry, microbiology, botany, zoology, evolutionary biology, genomics, and biotechnology. Investigates cellular mechanisms, organism development, genetic inheritance, biodiversity conservation, metabolic processes, protein synthesis, DNA sequencing, CRISPR gene editing, stem cell research, and the fundamental principles governing all forms of life on Earth.
Comprehensive medical research, clinical studies, and healthcare sciences focused on disease prevention, diagnosis, and treatment. Encompasses clinical medicine, public health, pharmacology, epidemiology, medical specialties, disease mechanisms, therapeutic interventions, healthcare innovation, precision medicine, telemedicine, medical devices, drug development, clinical trials, patient care, mental health, nutrition science, health policy, and the application of medical science to improve human health, wellbeing, and quality of life across diverse populations.
Comprehensive investigation of human society, behavior, relationships, and social structures through systematic research and analysis. Encompasses psychology, sociology, anthropology, economics, political science, linguistics, education, demography, communications, and social research methodologies. Examines human cognition, social interactions, cultural phenomena, economic systems, political institutions, language and communication, educational processes, population dynamics, and the complex social, cultural, economic, and political forces shaping human societies, communities, and civilizations throughout history and across the contemporary world.
Fundamental study of the non-living natural world, matter, energy, and physical phenomena governing the universe. Encompasses physics, chemistry, earth sciences, atmospheric sciences, oceanography, materials science, and the investigation of physical laws, chemical reactions, geological processes, climate systems, and planetary dynamics. Explores everything from subatomic particles and quantum mechanics to planetary systems and cosmic phenomena, including energy transformations, molecular interactions, elemental properties, weather patterns, tectonic activity, and the fundamental forces and principles underlying the physical nature of reality.
Practical application of scientific knowledge and engineering principles to solve real-world problems and develop innovative technologies. Encompasses all engineering disciplines, technology development, computer science, artificial intelligence, environmental sciences, agriculture, materials applications, energy systems, and industrial innovation. Bridges theoretical research with tangible solutions for infrastructure, manufacturing, computing, communications, transportation, construction, sustainable development, and emerging technologies that advance human capabilities, improve quality of life, and address societal challenges through scientific innovation and technological progress.
Study of the practice, culture, infrastructure, and social dimensions of science itself. Addresses how science is conducted, organized, communicated, and integrated into society. Encompasses research funding mechanisms, scientific publishing systems, peer review processes, academic ethics, science policy, research institutions, scientific collaboration networks, science education, career development, research programs, scientific methods, science communication, and the sociology of scientific discovery. Examines the human, institutional, and cultural aspects of scientific enterprise, knowledge production, and the translation of research into societal benefit.
Comprehensive study of the universe beyond Earth, encompassing celestial objects, cosmic phenomena, and space exploration. Includes astronomy, astrophysics, planetary science, cosmology, space physics, astrobiology, and space technology. Investigates stars, galaxies, planets, moons, asteroids, comets, black holes, nebulae, exoplanets, dark matter, dark energy, cosmic microwave background, stellar evolution, planetary formation, space weather, solar system dynamics, the search for extraterrestrial life, and humanity's efforts to explore, understand, and unlock the mysteries of the cosmos through observation, theory, and space missions.
Comprehensive examination of tools, techniques, methodologies, and approaches used across scientific disciplines to conduct research, collect data, and analyze results. Encompasses experimental procedures, analytical methods, measurement techniques, instrumentation, imaging technologies, spectroscopic methods, laboratory protocols, observational studies, statistical analysis, computational methods, data visualization, quality control, and methodological innovations. Addresses the practical techniques and theoretical frameworks enabling scientists to investigate phenomena, test hypotheses, gather evidence, ensure reproducibility, and generate reliable knowledge through systematic, rigorous investigation across all areas of scientific inquiry.
Study of abstract structures, patterns, quantities, relationships, and logical reasoning through pure and applied mathematical disciplines. Encompasses algebra, calculus, geometry, topology, number theory, analysis, discrete mathematics, mathematical logic, set theory, probability, statistics, and computational mathematics. Investigates mathematical structures, theorems, proofs, algorithms, functions, equations, and the rigorous logical frameworks underlying quantitative reasoning. Provides the foundational language and tools for all scientific fields, enabling precise description of natural phenomena, modeling of complex systems, and the development of technologies across physics, engineering, computer science, economics, and all quantitative sciences.
The first international patient registry for primary ciliary dyskinesia (PCD) has been launched, aiming to collect data on the disease's effects, treatment options and progression. The registry will help advance understanding of PCD, improve diagnosis and treatment, and facilitate access to clinical trials.
A new model has been developed to track animal movements using solar geolocators, providing more precise locations and behavioral data for migratory species. The FLightR R package enables accurate estimates of migration routes with increased precision than traditional methods.
Researchers identified a highly magnetized, gas-filled region of space as the source of a Fast Radio Burst (FRB), significantly narrowing down its environment and type of event. The discovery provides crucial constraints on understanding these mysterious events.
The study found that global bicycle ownership has declined from 60% to 32% over the past three decades, with significant variations across regions. The data highlights the need for policy makers to develop targeted strategies to boost cycling as a sustainable mode of transport.
New research from Duke University's Sanford School of Public Policy found that income-based school assignment policies in Wake County increased segregation, but those in other large North Carolina districts experienced less diversity and declining test scores for black students.
A new algorithm combines apparent motion of obstacles with a target direction to avoid collisions, resulting in the formation of common routes. This approach is inspired by insects' navigation and can be used for autonomous robots navigating complex environments.
A study by psychologists at the University of York analyzed anonymized data from League of Legends to find correlations between user names and in-game behavior. Positive usernames were linked to positive personality traits, while anti-social expressions correlated with similar behavior. Age was also indicated by numbers in user names.
Adults with short stature receive fewer lung transplants, have higher death and respiratory failure rates while waiting, report says. Researchers call for height to be taken into account when allocating donor organs to address disparity.
According to a study published in JAMA Pediatrics, children with Medicaid and the Children's Health Insurance Program (CHIP) were more likely to receive preventive medical and dental care compared to those with private insurance. The study analyzed data from over 80,000 children and found that 88% of Medicaid- and CHIP-covered kids had...
A study published in Frontiers in Human Neuroscience found significant increases in functional connectivity in localized brain networks when subjects viewed art they considered aesthetically pleasing. The research team collected data from over 400 people, including men and women of different ages, using EEG headsets.
A study by University of Kansas researchers reveals a major Greenland glacier is losing ice rapidly, contributing to increased global sea levels. The Zachariæ Isstrøm glacier holds enough water to trigger a half-meter rise in ocean levels.
The proportion of nonacute PCIs classified as inappropriate decreased from 26% to 13%, with significant increases in angina severity and use of antianginal medications prior to PCI. Hospital-level variation in procedural appropriateness persisted, but overall trends suggest improvements in patient selection and clinical decision making.
A study found that high job demands, stress, and job insecurity are key reasons for presenteeism. The research also highlights the importance of a supportive work environment in reducing the likelihood of going to work while ill.
Researchers developed NOMAD, a novel way to analyze bigger datasets using supercomputers and machine learning algorithms, achieving superlinear speedup on large-scale data. This breakthrough enables efficient processing of massive networks, predicting user preferences and identifying key topics in billions of documents.
UCSB sociologist Sarah Thébaud's research reveals that family leave policies significantly influence women's entrepreneurial decisions and business outcomes. In countries with generous work-family policies, women are more likely to remain in traditional employment or switch careers, rather than relying on self-employment as a fallback....
The University of Oklahoma is collaborating with the National Science Foundation's South Big Data Regional Innovation Hub to tackle regional challenges using big data analysis. The hub aims to develop new approaches for integrating data from disparate sources, enabling effective decision-making in areas like healthcare, coastal hazards...
Researchers analyzed 118 proto-porcelain and 35 impressed stoneware sherds, finding distinct chemical profiles that suggest raw materials were sourced locally. The discovery sheds light on the origin of Chinese proto-porcelain and its glazing techniques.
The study found little correlation between donor country aid and recipient country disease burdens, despite some years showing a direct link. This highlights the need for a discussion on how funds are being allocated, as bilateral aid may be driven by relationships between countries rather than actual health needs.
A team of international neuroscientists and engineers has been awarded a $5 million grant to unravel the mysteries of the brain and develop new technologies for better healthcare. The project aims to stimulate and sense brain activity at the single-neuron level, reconstructing neural circuits with computer simulations.
Recent gonorrhea susceptibility trends indicate a worsening of susceptibility to third-generation cephalosporin antibiotics, particularly cefixime. The CDC's Gonococcal Isolate Surveillance Project found that the percentage of resistant isolates increased from 0.1% in 2006 to 0.8% in 2014.
A new study by Johns Hopkins Bloomberg School of Public Health found that US chain restaurants with voluntary calorie labels have an average of 140 fewer calories per item than those without labels. This trend suggests that menu labeling can encourage restaurants to offer healthier options and reduce population-level obesity.
The Northeast Big Data Innovation Hub aims to address health, energy, finance, urbanization, natural science, and education challenges using data analytics and collaboration between experts. The hub will focus on extracting insights from large datasets to bring about tangible results.
Research in India and Democratic Republic of the Congo found that households with continuous piped water supplies had lower rates of dysentery and typhoid fever, but no association with overall diarrheal illness or child growth. Interrupting water supply can negate health benefits.
Researchers found that patients with complete symptom resolution have a significantly lower risk of depression recurrence compared to those with residual symptoms. Complete symptom resolution is associated with a nearly three times higher risk of returning to a full-blown depressive episode within one year.
A large-scale study reveals that certain depression symptoms play a bigger role in driving the condition than others. The researchers suggest focusing treatment efforts on these key symptoms to improve patient outcomes.
A study in the Journal of Retailing found that leveraging distribution strategies can maximize firm performance in emerging markets. The authors propose an econometric model to help firms develop multichannel distribution strategies tailored to these markets.
Researchers at MIT developed a system that can automate big-data analysis, identifying patterns and designing feature sets. The system was tested in three data science competitions, achieving accuracy rates up to 96% and completing tasks in just 2-12 hours compared to human teams.
NASA's GPM satellite analyzed Koppu's intensifying storm system on October 15, revealing an eye forming near its center. Rainfall rates reached over 133 mm per hour in intense thunderstorms just southwest of the storm's center.
The UMass Amherst team aims to develop tools and techniques that enable data management systems to protect private data from being used for unintended purposes. They plan to use differential privacy, adding statistical noise to query outputs to ensure accurate information while protecting individual privacy.
The COMPASS method uses a combination of molecular spectroscopy techniques, predictive protein-folding algorithms, and image recognition software to determine a protein's likely structure. The approach has been successfully applied to 15 proteins and holds promise for studying complex protein structures that have eluded researchers.
The MinION miniature DNA sequencing device has been evaluated by an international consortium, showing consistent good performance and accuracy across five laboratories. The data is freely available for re-analysis and innovation on F1000Research.
A Northwestern University engineering team has designed a data visualization system to provide real-time insights into the Bank of America Chicago Marathon. The system uses historical and real-time data to forecast participant concentrations, helping officials plan accordingly.
Researchers have developed a system to enhance ACS data, enabling easier analysis of critical information in predefined geographic areas. The new tools allow planners to access socio-economic data on desired regions and time periods, making it easier for policy decisions.
Carnegie Mellon University has established an analytics lab with Boeing to develop AI-powered solutions for aerospace data. The lab aims to capitalize on the vast amounts of data generated in aircraft design, construction, and operation, enabling safer, more reliable, and efficient aircraft operations.
Analysis reveals that public charging infrastructure is not needed everywhere, with homes, workplaces, and 'hot spots' sufficient for adoption. Drivers tend to favor a few public stations when away from home, with workplace charging enabling significant electric range extension.
A study published in JAMA Dermatology found that psoriasis is associated with a higher risk of major depression, regardless of severity. Patients with psoriasis reported daily functional impairment more frequently than those without the condition.
Alexandra Meliou, a computer scientist at UMass Amherst, has received an NSF CAREER award to design new technologies that enhance data insights and improve data quality. Her work aims to address the issue of misused data due to lack of curating and validation.
The University of Maryland has been awarded $4.5 million to participate in the GROWTH network, which aims to improve understanding of cosmic transients. Undergraduates will analyze telescope data from the network using flipped learning environments and active-learning techniques.
The AAO-HNS Foundation is developing a clinical data registry for otolaryngology, with Regent being the first registry of its kind. The registry will help improve patient care by tracking care outcomes and identifying gaps in clinician knowledge and performance.
A new study published in the American Journal of Preventive Medicine found that increased risk of mortality from long periods of sitting was only associated with very occasional fidgeters. Fidgeting, even for moderately or very active women, may offer enough of a break to counteract adverse health impacts.
A recent analysis suggests that devastating ultra-rare mutations in vulnerable genes play a causal role in roughly half of all ASD cases. The study identifies 239 genes whose 'vulnerability' to such mutations makes them priority research targets.
Scientists of KIT and universities develop the first all-optical, non-volatile on-chip memory using phase change materials, allowing for fast data storage and potentially increasing computer performance and reducing energy consumption. The new memory can store data for decades even when power is removed.
A Johns Hopkins University study found that Obamacare led to a decline in support for government health-care spending among Democrats, Republicans, and independents. Before the law's passage, about two-thirds of independents and Republicans supported increased health spending, but this dropped significantly after its enactment.
A study by Duke University analyzed data from 500 citizen scientists worldwide, who played the same games as researchers use in labs. The results showed that dogs rely on memory over sense of smell to solve problems. The dataset also revealed unique cognitive skills among dogs, including communication and problem-solving abilities.
Researchers investigated whether rhythmic skills are linked together or separate, finding that beat tapping and rhythm memory are distinct abilities. The study suggests that these skills may track differently with specific language functions.
A recent NIH-funded study found that fetuses with enlarged ventricles may be less likely to benefit from in-utero surgery for spina bifida, suggesting a wait-and-watch approach may be better. Enlarged brain cavities are associated with a higher risk of needing a second surgery after birth.
Researchers at UMass Amherst are developing smart energy services that use data from Holyoke Gas & Electric Co.'s smart meters to reduce peak demand, promote local renewable energy and save customers money. The services will also provide real-time notifications for unusual energy usage and suggested conservation tips.
The world has lost 129 million hectares of forest area since 1990, with tropical forests taking the hardest hit. However, there have been positive signs, including a halving of net forest loss from 7.3 to 3.3 million hectares between 2010 and 2015.
A study of over 4,000 European men found that those earning the majority of household income are most likely to want to work fewer hours. Men in partnerships and without children also desire shorter working weeks. The researchers suggest businesses should prioritize work-life balance for male breadwinners to reduce overwork.
An international team of researchers identified key opportunities in nutrition science to close a major gap between available and projected food by 2050. The researchers proposed eight axes of research, including sustainability, food safety, and big data analysis, to improve nutrition as a science.
Researchers analyzed data from Australia's 2006-2007 wildfires and found exposure to wildfire smoke was associated with increased hospital emergency department visits for asthma. Fine particulates in wildfire smoke are easily inhaled and remain deep in the lungs, causing harmful health effects.
Research reveals a four-fold increased risk of in-hospital cardiovascular mortality in AMI patients with respiratory infections. Respiratory infections were associated with longer hospital stays, more severe clinical presentations, and higher incidence of arrhythmias and reinfarction.
A recent study using fecal sampling and genetic analysis found hundreds of eastern chimpanzees inhabit a region of rapidly shrinking forest fragments in Uganda. The population is estimated to be between 250-320 individuals, three times larger than previously suspected.
A new study by University of Washington sociologist Jennifer Laird finds that African-American workers disproportionately lost jobs in the public sector during the Great Recession, leading to widening racial disparities. Black civil servants, especially women, faced higher rates of unemployment than their white counterparts.
Regenstrief Institute researchers introduce open source options for health information exchange and data analysis to improve healthcare in resource-constrained environments. An open-source framework for large-scale data analytics is also presented, allowing healthcare providers to analyze their own observational health data.
Working 55+ hours per week is associated with a 33% increased risk of stroke and a 13% increased risk of coronary heart disease. Longer working hours are linked to increased stress, physical inactivity, and high alcohol consumption, which may increase the risk of stroke.
Researchers have found a biological basis for the long-held belief that eating tomatoes can cause gout flares. Tomato consumption is linked to higher levels of uric acid in the blood, comparable to other commonly accepted gout trigger foods.
High participation in small church groups correlates with higher civic engagement rates among members unless overall group participation is high. In such cases, engaged small-group participants are less likely to donate to charities outside their congregation.
Researchers tracked foodborne illness outbreaks using social media, finding that online reviews of restaurants and businesses can aid traditional surveillance systems. Meanwhile, statisticians analyzed social media data after Typhoon Haiyan to develop best practices for emergency response.
A new study from WCS uses the Wisdom of Crowds method to assess the conservation status of the Manus green tree snail, a species found only on Manus Island in Papua New Guinea. The approach involves surveying a large number of people to generate estimates of the snail's range, distribution, and decline rate.