Wednesday, April 03, 2024

AI can take over key management roles in scientific research



ESMT BERLIN
AI can take over key management roles in scientific research 

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PORTRAIT OF HENRY SAUERMANN AND MAXIMILIAN KOEHLER

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CREDIT: ESMT BERLIN




Researchers Maximilian Koehler, PhD candidate at ESMT, and Henry Sauermann, professor of strategy at ESMT, explore the role of AI, not as a “worker” performing specific research tasks such as data collection and analysis, but as a “manager” of human workers performing such tasks. Algorithmic management (AM) suggests a significant shift in the way research projects are conducted and can enable projects to operate at larger scale and efficiency.

With the complexity and scope of scientific research rapidly increasing, the study illustrates that AI can not only replicate but also potentially surpass human managers by leveraging its instantaneous, comprehensive, and interactive capabilities. Investigating algorithmic management in crowd and citizen science, Koehler and Sauermann discuss examples of how AI effectively performs five important managerial functions: task division and allocation, direction, coordination, motivation, and supporting learning.

The researchers investigated projects through online documents; by interviewing organizers, AI developers, and project participants; and by joining some projects as participants. This allowed the researchers to identify projects that use algorithmic management, to understand how AI performs management functions, and to explore when AM might be more effective.

The growing number of use cases suggests that the adoption of AM could be a critical factor in improving research productivity. “The capabilities of artificial intelligence have reached a point where AI can now significantly enhance the scope and efficiency of scientific research by managing complex, large-scale projects,” states Koehler.

In a quantitative comparison with a broader sample of projects, the study also reveals that AM-enabled projects are often larger than projects that do not use AM and are associated with platforms that provide access to shared AI tools. This suggests that AM may enable projects to scale but also requires technical infrastructures that stand-alone projects may find difficult to develop. These patterns point towards changing sources of competitive advantage in research and may have important implications for research funders, digital research platforms, and larger research organizations such as universities or corporate R&D labs.

Although AI can take over important management functions, this does not mean that principal investigators or human managers will become obsolete. Sauermann notes, “If AI can take over some of the more algorithmic and mundane functions of management, human leaders could shift their attention to more strategic and social tasks such as identifying high-value research targets, raising funding, or building an effective organizational culture.”

For more information on this research, please contact Maximilian Koehler. The study “Algorithmic Management in Scientific Research,” published in the journal Research Policy, can be viewed here.

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About ESMT Berlin

ESMT Berlin is a leading global business school with its campus in the heart of Berlin. Founded by 25 global companies, ESMT offers master, MBA, and PhD programs, as well as executive education on its campus in Berlin, in locations around the world, online, and in online blended format. Focusing on leadership, innovation, and analytics, its diverse faculty publishes outstanding research in top academic journals. Additionally, the international business school provides an interdisciplinary platform for discourse between politics, business, and academia. ESMT is a non-profit private institution of higher education with the right to grant PhDs and is accredited by AACSB, AMBA, EQUIS, and ZEvA. It is committed to diversity, equity, and inclusion across all its activities and communities. esmt.berlin

From data to decisions: AI and IoT for earthquake prediction


KEAI COMMUNICATIONS CO., LTD.
Proposed integrated system architecture with multiple data sources used for AI and ML Earthquake model Prediction. 

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PROPOSED INTEGRATED SYSTEM ARCHITECTURE WITH MULTIPLE DATA SOURCES USED FOR AI AND ML EARTHQUAKE MODEL PREDICTION.

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CREDIT: PWAVODI JOSHUA, ET AL




The study of earthquake remains a main interest worldwide as it is  one of the least predictable natural disasters. In a new review published in the KeAi journal Artificial Intelligence in Geosciences, a tea, of researchers from France and Turkey explored the role of conventional tools like seismometers and GPS in understanding earthquakes and their aftermath.

“These tools have provided invaluable insights into various seismic parameters, such as ground deformation and displacement waves. However, they face several limitations, including the inability to predict earthquakes in real-time, challenges with temporal data resolution, and uneven spatial coverage,” explains Joshua Pwavodi, lead author of the review. “Despite their historical significance, these tools struggle to distinguish seismic signals from environmental noise.”

Nevertheless, the authors note that recent advancements in AI and IoT have significantly addressed some of these limitations. AI methodologies have proven instrumental in identifying intricate patterns and complex relationships within historical seismic data. By leveraging AI, unique insights into seismic patterns across diverse geological locations have been gained.

“Both classical and advanced machine learning techniques have contributed to the development of robust early warning systems and decentralized prediction models. IoT devices have also played a crucial role by enabling seamless data transmission for real-time monitoring,” adds Pwavodi.

The versatility of IoT devices enhances data accessibility and storage, creating a dynamic network for earthquake prediction. However, challenges such as computational complexity, data quality, and interpretability persist. A major limitation is the integration of primary hydrogeological measurements into AI model training. Monitoring hydrogeological data, including pore-fluid pressures and fluid flow, is often costly. Tools like the Circulation Obviation Retrofit Kits (CORKs) provide in-situ measurements of these parameters, but data transmission is not always in real-time, unlike IoT systems.

“To address these challenges, we proposed a comprehensive approach that integrates diverse datasets, including seismic, GPS, meteorological, and IoT sensor data,” says Pwavodi. “By combining these datasets, researchers can develop more robust earthquake prediction models that account for various contributing factors.”

Specifically, the authors suggest integrating IoT devices with tools like Circulation Obviation Retrofit Kits (CORKs) to enable real-time transmission of hydrogeological measurements influencing earthquakes. This real-time data, combined with other datasets, can be used to construct predictive AI models capable of providing real-time earthquake predictions.

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Contact the author: Pwavodi Joshua, Hwodye Technology, France, Email: pwavodi@hwodye.com

The publisher KeAi was established by Elsevier and China Science Publishing & Media Ltd to unfold quality research globally. In 2013, our focus shifted to open access publishing. We now proudly publish more than 100 world-class, open access, English language journals, spanning all scientific disciplines. Many of these are titles we publish in partnership with prestigious societies and academic institutions, such as the National Natural Science Foundation of China (NSFC).

Majority of people with heart disease consume too much sodium


Study finds patients on average consume more than twice the recommended daily amount of sodium with little variation across socioeconomic groups



AMERICAN COLLEGE OF CARDIOLOGY





Individuals with heart disease stand to gain the most from a low-sodium diet but, on average, consume over twice the recommended daily sodium intake, according to a study being presented at the American College of Cardiology’s Annual Scientific Session.

Sodium is an essential nutrient, but consuming too much can raise blood pressure, which damages blood vessels and forces the heart to work harder. Excess sodium can also cause the body to retain fluid, exacerbating conditions like heart failure. The current U.S. Dietary Guidelines put out by the U.S. Department of Agriculture recommends most adults limit their sodium intake to less than 2,300 mg/day, which is equivalent to about 1 teaspoon of table salt. For individuals with cardiovascular diseases, the limit is even lower at 1,500 mg/day, according to guideline recommendations from the ACC and the American Heart Association.

This new study found that among a sample of more than 3,100 people with heart disease, 89% consumed more than the recommended daily maximum of 1,500 mg of sodium and, on average, study participants consumed more than twice this amount. Limiting sodium intake is a fundamental lifestyle modification shown to reduce the likelihood of subsequent major adverse cardiovascular events, researchers said. Their findings underscore the challenges many people face in keeping within recommended sodium limits, regardless of other factors such as socioeconomic status.

“Estimating sodium quantities in a meal can be challenging,” said Elsie Kodjoe, MD, MPH, an internal medicine resident at Piedmont Athens Regional Hospital in Athens, Georgia and the study’s lead author. “Food labels aid in dietary sodium estimation by providing sodium quantities in packaged food. Yet, adhering to a low sodium diet remains challenging even for individuals with cardiovascular disease who have a strong incentive to adhere.”

The study used data from patients diagnosed with a heart attack, stroke, heart failure, coronary artery disease or angina who participated in the National Health and Nutrition Examination Survey (NHANES) between 2009–2018.

Researchers estimated sodium intake based on questionnaires in which participants were asked to report everything they had consumed in 24 hours. According to the results, study participants with cardiovascular disease consumed an average of 3,096 mg of sodium per day, which is slightly lower than the national average of 3,400 mg/day reported by the U.S. Centers for Disease Control and Prevention.

“The relatively small difference in sodium intake suggests that people with cardiovascular disease are not limiting their intake very much compared with the general population and are also consuming more than double what is recommended,” Kodjoe said. “To make it easier for patients to adhere to dietary guidelines, we need to find more practical ways for the general public to estimate dietary sodium levels or perhaps consider a reduction in the sodium content of the food we consume right from the source.”

The researchers also compared sodium intake among people in different socioeconomic groups, but they did not find any significant differences between wealthier and less affluent participants after accounting for age, sex, race and educational attainment.

Individuals can take proactive measures to lower their sodium intake, Kodjoe said. This includes preparing more meals at home where they have greater control over the sodium content and paying close attention to food labels, particularly targeting foods with sodium levels of 140 mg or less per serving. Researchers suggested that better education around the benefits of limiting sodium could also help motivate more people to follow the recommendations.

“Cardiovascular disease is real, and it is the number one cause of morbidity and mortality worldwide according to the World Health Organization,” Kodjoe said. “Adhering to sodium guidelines is one of the easier strategies individuals could readily adopt to reduce hospitalizations, health care costs, morbidity and mortality associated with cardiovascular disease.”

One limitation of the study is that sodium intake was estimated based on food recall questionnaires, rather than 24-hour urine sodium measurements, which is considered the gold standard method. NHANES has included 24-hour urine sodium measurements in its data gathering methods in recent survey cycles, so future studies using this data could provide a more accurate assessment of sodium intake among people with cardiovascular disease.  

For more information on reducing sodium, visit CardioSmart.org/Sodium.

Kodjoe will present the study, “The Impact of Income to Poverty Ratio on Sodium Intake Among Adults with Cardiovascular Disease,” on Sunday, April 7, 2024, at 3:15 p.m. ET / 19:15 UTC in Hall B4-5.

ACC.24 will take place April 6-8, 2024, in Atlanta, bringing together cardiologists and cardiovascular specialists from around the world to share the newest discoveries in treatment and prevention. Follow @ACCinTouch@ACCMediaCenter and #ACC24 for the latest news from the meeting.


Want to cut US heart risks? Get more people into primary care, study suggests


Most care to address the “Essential Eight” risk factors for heart disease and stroke happens in general-care settings, but many with high risk don’t go



MICHIGAN MEDICINE - UNIVERSITY OF MICHIGAN





When someone has a heart attack or a stroke, specialized care can give them the best chance of surviving.

But when it comes to preventing those problems in the first place, most essential care happens in general primary care clinics, a new study suggests. Or it doesn’t happen at all, if someone can’t, won’t or doesn’t take the time to see a primary care doctor or nurse practitioner.

The study finds that a majority of people with any of these key measures for improving and maintaining cardiovascular health, and the majority of those taking medication to control four of those measures, saw only a primary care clinician in the past year, compared with those who saw a cardiologist alone or in addition to seeing a primary care provider.

The study focuses on seven of what the American Heart Association calls “Life’s Essential Eight” controllable risk factors for cardiovascular disease: high cholesterol, high blood pressure, diabetes, very high body mass index, tobacco use, low exercise and sleep problems such as insomnia. The data source used in the study doesn’t include information about the eighth risk factor, healthy food intake.

The study also finds that large percentages of people with these major cardiovascular risk factors didn’t see either type of health care provider in the past year, even if they said they were taking medications to control their blood pressure, cholesterol, blood sugar or stop smoking.

More than 50% of all tobacco users, 44% of those who say they have low levels of physical activity, and 38% of those with severe obesity said they hadn’t seen a primary care provider or cardiologist in the last year. Even among those taking medication to control cardiovascular risk factors, 15% to 20% said they hadn’t seen any provider in the past year.

The study is published in Circulation: Quality and Outcomes by a team from Michigan Medicine, the University of Michigan’s academic medical center, OhioHealth, and Weill Cornell Medicine.

 They used data from more than 66,000 adults interviewed in-depth about their health and health care in the last year, through the nationally representative Medical Expenditure Panel Survey conducted by the federal government.

Lead author Jeremy Sussman, M.D., M.Sc., and co-author Madeline Sterling, M.D., M.P.H., serve on the American Heart Association’s Primary Care Science Committee, which is working on a report on the role of primary care in cardiovascular health.

“As a society we need to recognize that preventing common conditions requires providers who can see patients often, and see the whole patient, which is the role of primary care,” said Sussman, a general internist and associate professor in the U-M Department of Internal Medicine. “While cardiovascular care guidelines are often written by specialists and subspecialists, this study shows that access to primary care is crucial to preventing or delaying some of the most common causes of death in the nation.”

The current crisis in access to primary care for American adults does not bode well for making inroads on the “Essential Eight,” Sussman notes. That crisis is caused by both a shortage of, and uneven distribution of, physicians, nurse practitioners and physician assistants who choose to practice general internal medicine, family medicine and geriatrics.

Long waits for appointments, and inability to find a provider who is accepting new patients, could delay identification and management of cardiovascular risk factors, including starting new preventive medications or adjusting doses to control risk factors appropriately.

People who should make sure to see a primary care provider at least once a year – even just via a telehealth appointment – include those who have already been prescribed an antihypertensive medication to bring down high blood pressure, a diabetes drug to bring down blood sugar, a statin to control cholesterol or a prescription quit-smoking medication.

Regular checkups can help ensure they’re getting the most preventive power out of these medicines.

But even if they’re not taking medication, most adults with at least one cardiovascular risk factor on the “Essential Eight” list should be seeing a primary care provider regularly, Sussman said.

“Primary care providers today can manage high blood pressure, high cholesterol, most cases of diabetes, and tobacco cessation without having to refer to a specialist, though of course specialists play a key role in more complex prevention cases and post-incident care,” he said. “They can also be important entry routes to nutrition counseling, weight management and exercise programs, and sleep disorders diagnosis and treatment.”

Policy measures to enhance access to primary care by training more providers and incentivizing them to practice in shortage areas, and efforts to support primary care providers in managing cardiovascular risk factors, will be important, the authors say. But in the immediate timeframe, they urge individuals with any of these risk factors to request an appointment with their clinic or seek one out if they don’t have a regular primary care provider.

In addition to Sussman and Sterling, who is a general internist and researcher at Weill Cornell, the study team includes author Michael Johansen, M.D., a family medicine physician with OhioHealth who trained at U-M.

Sussman is a member of the U-M Institute for Healthcare Policy and Innovation, the VA Center for Clinical Management Research, and the Division of General Medicine.

The AHA committee that Sussman and Sterling serve on is a joint subcommittee of the Council on Quality of Care and Outcomes Research, and the Council on Cardiovascular and Stroke Nursing.

Clinical Care for Life’s Essential 8 by Medical Specialty in the United States, an Observational Cohort Study, Circulation: Cardiovascular Quality and Outcomes, DOI:10.1161/CIRCOUTCOMES.123.010498  https://www.ahajournals.org/doi/10.1161/CIRCOUTCOMES.123.010498

 

The role of pollinators in the evolution of flowers with various sexual forms


Scientists have shown that Darwin’s theories of precise pollination in heterostylous plants hold true on a large scale


Peer-Reviewed Publication

UNIVERSITY OF SEVILLE





Researchers Violeta Simón, Marcial Escudero and Juan Arroyo, from the Department of Botany at the Faculty of Biology of the University of Seville, led a study in which, in collaboration with researchers from four other countries, they demonstrate Darwin’s hypothesis of precise pollination across all angiosperms (flowering plants).

In heterostylous species there are two (sometimes three) types of flowers, called morphs, which differ according to the location of their sexual organs. The L-morph has the stigma (female sex organs) higher and the anthers (male sex organs) below. And in the S-morph they are the other way around. Darwin proposed that this system evolved to promote cross-pollination (between different individuals, to increase the vigour of their progeny) through a mechanism of precise pollination between the male and female sex organs of each morph, on different parts of the pollinator’s body.

This hypothesis of precise pollination hinges on the presence of floral traits and pollinators that fit together like a jigsaw puzzle, so that pollen is accurately deposited and transferred.

“We conducted a comprehensive review of the presence of heterostyly in all angiosperm genera and found many more cases than had been reported in recent literature reviews on the subject. We then collected more than 10,000 data about floral morphology and pollinators across many heterostylous and non-heterostylous species, and placed these data into a mega-phylogeny of all angiosperms to find whether the evolution of heterostyly is associated with floral traits and pollinators that promote precise pollination,” explains researcher Violeta Simón.

By looking at the correlations between heterostyly, floral traits and pollinators, the researchers found that heterostyly does indeed evolve in flower lineages with a narrow floral tube and long proboscis pollinators such as butterflies and moths. These pieces fit together to allow pollen to be transferred precisely from one morph to another, as Darwin predicted.

“Heterostyly has been used as a model for studies of floral evolution since Darwin’s time, but such an ambitious study on a macroevolutionary scale has never before been undertaken. We believe it will be a seminal work for many researchers in this field,” says the researcher Simón. It is worth stressing that this research group has been studying this plant reproductive mechanism for almost 30 years, and is a leader in the role of ecology in its evolution.

This project received funding from the European Union’s Horizon 2020 research and innovation programme under the agreement 897890, grant PID2021-122715NB-I00 DiversiChrom funded by MCIN/AEI/ and by “ERDF A way of making Europe”.