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Archive for category: E-News

E-News

Using AI to detect heart disease

, 26 August 2020/in E-News /by 3wmedia

Heart disease is the leading cause of death for both men and women, according to the Centers for Disease Control and Prevention (CDC). In the U.S., one in every four deaths is a result of heart disease, which includes a range of conditions from arrhythmias, or abnormal heart rhythms, to defects, as well as blood vessel diseases, more commonly known as cardiovascular diseases.
Predicting and monitoring cardiovascular disease is often expensive and tenuous, involving high-tech equipment and intrusive procedures. However, a new method developed by researchers at USC Viterbi School of Engineering offers a better way. By coupling a machine learning model with a patient’s pulse data, they are able to measure a key risk factor for cardiovascular diseases and arterial stiffness, using just a smart phone.
Arterial stiffening, in which arteries become less elastic and more rigid, can result in increased blood and pulse pressure. In addition to being a known risk factor for cardiovascular diseases, it is also associated with diseases like diabetes and renal failure.
“If the aorta is stiff, then when it transfers the pulse energy all the way to the peripheral vasculature – to small vessels – it can cause end organ damage. So, if the kidneys are sitting at the end, the kidneys get hurt; if the brain is sitting at the end, the brain gets hurt,” said Niema Pahlevan, assistant professor of aerospace and mechanical engineering and medicine.
By measuring pulse wave velocity, which is the speed that the arterial pulse propagates through the circulatory system, clinicians are able to determine arterial stiffness. Current measurement methods include MRI, which is expensive and often not feasible, or tonometry, which requires two pressure measurements and an electrocardiogram to match the phases of the two pressure waves.
The novel method developed by Pahlevan, Marianne Razavi and Peyman Tavallali uses a single, uncalibrated carotid pressure wave that can be captured with a smart phone’s camera. In a previous study, the team used the same technology to develop an iPhone app that can detect heart failure using the slight perturbations of your pulse beneath your skin to record a pulse wave. In the same fashion, they are able to determine arterial stiffness.
“An uncalibrated, single waveform – that means that you eliminated two steps. That’s how you go from an $18,000 (€15,000)tonometry device and intrusive procedure to an iPhone app,” Pahlevan said.
“It’s very easy to operate,” added Razavi, who is the director of biostatistics for Avicena LLC, the startup company developing the app. “I actually taught my kid to do it.”
Instead of a detailed waveform required with tonometry, their method needs just the shape of a patient’s pulse wave for the mathematical model, called intrinsic frequency, to calculate key variables related to the phases of the patient’s heartbeat. These variables are then used in a machine learning model that determines pulse wave velocity (PWV) and, therefore, arterial stiffness.
To validate their method, they used existing tonometry data collected from the Framingham Heart Study, a long-term epidemiological cohort analysis. Using 5,012 patients, they calculated their own PWV measurements and compared them with the tonometry measurements from the study, finding an 85 percent correlation between the two.
But more importantly, they needed to determine whether their method could be used to predict cardiovascular disease.
“What the clinician wants to know is whether or not you’re helping them to improve outcome,” Pahlevan said. “And we showed that it is as predictive as the actual tonometry.”
Through a prospective study using 4,798 patients, they showed that their PWV measurement was significantly associated with the onset of cardiovascular diseases over a ten-year follow up period. Their study was published in Nature Scientific Reports in January.
 “A lot of people have tried to bring machine learning to medical devices, but pure AI by itself doesn’t work,” Pahlevan said. “When you get a high correlation, you can be missing all of the diseased patients because, in medicine, the outliers are the cases you want to capture – they’re the important ones.”
The reason their machine learning method is able to capture clinically significant outcomes is due to their intrinsic frequency algorithm, which is the mathematical analysis used to calculate physically relevant variables relating to the patient’s heart and vascular function. The main variables represent the heart’s performance during the contraction phase (systole) and the vasculature’s performance during the relaxed phase (diastole).
The method was developed just three years ago during Pahlevan’s postdoctoral work.  The team plans on expanding on the intrinsic frequency algorithm so that it can be applied to a number of other applications, such as detecting silent heart attacks.

USC Viterbi School of Engineeringhttps://tinyurl.com/y74uolb2

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Machine learning model accurately predicts most likely to benefit from prostate multiparametric MRI

, 26 August 2020/in E-News /by 3wmedia

A newly developed machine learning model can accurately predict which patients are most likely to benefit from prostate multiparametric MRI (mpMRI), according to a study.
With mpMRI increasingly used for prostate cancer detection, this machine learning model can aid in patient selection to optimize resource utilization and reduce unnecessary costs, according to Zachary Nuffer of the University of Rochester Medical Center, who will present his findings at the ARRS 2018 Annual Meeting.
A total of 811 prostate mpMRI examinations from four tertiary care centres with mpMRI expertise were used to develop a support vector machine model for predicting PI-RADS category 4 or 5 lesions on the basis of patient age, prostate specific antigen, and prostate volume. Patients either had no prior prostate biopsy or had a negative prior prostate biopsy. The model was developed on the Microsoft Azure Machine Learning platform and can be accessed at birch.azurewebsites.net. The model was then tested prospectively on 42 patients.
The model showed 73% accuracy for predicting PI-RADS category 4 or 5 lesions on the basis of 10-fold cross validation. Prospective validation of the model demonstrates a sensitivity of 75% and specificity of 82% for a cutoff threshold of 43% for predicting PI-RADS category 4 or 5 lesions.
With educational activities representing the entire spectrum of radiology, ARRS will host leading radiologists from around the world at the ARRS 2018 Annual Meeting, April 22–27, at the Marriott Wardman Park Hotel in Washington, DC. For more information, visit: www.arrs.org/am18.
ARRSarrs.org/ARRSLIVE/Pressroom/PressReleases/2018_03_21_01.aspx

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Acupuncture relieves pain in emergency patients: study

, 26 August 2020/in E-News /by 3wmedia

The world’s largest randomized controlled trial of acupuncture in emergency departments has found the treatment is a safe and effective alternative to pain-relieving drugs for some patients.
Led by RMIT University, the study found acupuncture was as effective as pain medicine in providing long-term relief for patients who came to emergency in considerable pain.  But the trial, conducted in the emergency departments of four Melbourne hospitals, showed pain management remains a critical issue, with neither treatment providing adequate immediate relief.
Lead investigator Professor Marc Cohen, from RMIT’s School of Health and Biomedical Sciences, said pain was the most common reason people came to emergency, but was often inadequately managed.
“While acupuncture is widely used by practitioners in community settings for treating pain, it is rarely used in hospital emergency departments,” Cohen said.
“Emergency nurses and doctors need a variety of pain-relieving options when treating patients, given the concerns around opioids such as morphine, which carry the risk of addiction when used long-term.
“Our study has shown acupuncture is a viable alternative, and would be especially beneficial for patients who are unable to take standard pain-relieving drugs because of other medical conditions.
“But it’s clear we need more research overall to develop better medical approaches to pain management, as the study also showed patients initially remained in some pain, no matter what treatment they received.”
Patients who identified their level of pain as at least 4 on a 10-point scale randomly received one of three types of treatment: acupuncture alone, acupuncture plus pharmacotherapy or pharmacotherapy alone.
One hour after treatment, less than 40 per cent of patients across all three groups felt any significant pain reduction (2 or more pain points), while more than 80 per cent continued to have a pain rating of at least 4.
But 48 hours later, the vast majority found their treatment acceptable, with 82.8 per cent of acupuncture-only patients saying they would probably or definitely repeat their treatment, compared with 80.8 per cent in the combined group, and 78.2 per cent in the pharmacotherapy-only group.
RMIT Universityhttps://tinyurl.com/yaclex5p

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In Huntington’s disease, heart problems shed light on disease process

, 26 August 2020/in E-News /by 3wmedia

Researchers investigating a key signalling protein in Huntington’s disease describe deleterious effects on heart function, going beyond the disease’s devastating neurological impact. By adjusting protein levels affecting an important biological pathway, the researchers improved heart function in experimental animals, shedding light on the biology of this fatal disease.
“Heart disease is the second leading cause of death in Huntington’s disease patients, but its biology remains poorly understood,” said study leader Beverly L. Davidson, PhD, Director of the Raymond G. Perelman Center for Cellular and Molecular Therapeutics at Children’s Hospital of Philadelphia (CHOP), where she is an expert on gene therapy for inherited brain disorders. “Better knowledge of the underlying biology of Huntington’s disease will improve the development of effective therapies.”
Huntington’s disease (HD) is an incurable, inherited disease with progressive loss of brain cells and motor function, usually beginning in midlife. A defective gene produces repeated copies of a protein called huntingtin, or HTT. The mutant HTT protein (mHTT) particularly damages a brain region called the striatum, resulting in involuntary movements and severe cognitive and emotional disturbances.
Because mHTT disrupts multiple fundamental processes in cells throughout the body, it impairs multiple organ systems. The current study focused on heart function in mouse models of HD. The mutant protein mHTT disrupts functioning along the mTORC1 pathway, named for the signalling protein complex mTORC1 that promotes cellular growth and metabolism.
Researchers already knew that mTORC1 function plays a key role in the neurology of HD. The current study showed that mTORC1 activity was lower in HD mice than in healthy mice. The HD mice also had smaller-than-normal hearts. Crucially, the study team found that HD mice were less able to adapt to stress on their hearts, and had higher mortality from that stress.
When the researchers restored mTORC1 activation in the HD mice by using genetic techniques to knock down the mutant HTT protein, the mice were better able to adapt to cardiac stress and had higher survival over the course of the study.
“If the mHTT protein has a similar effect on human hearts as in the mice, it may explain the heart-related mortality seen in HT patients,” said Davidson, adding that future studies in HT should investigate that question. Given that there are currently clinical trials of HTT-lowering therapy in Huntington’s disease patients, it is important to better understand how HD affects organs outside the central nervous system.
In addition, some researchers propose using mTORC1 inhibitors to treat HD, but the new study suggests that this approach could cause unintended effects on cardiac function. “We know from our previous studies that improving mTORC1 functioning may have a protective effect in HD, but this would require carefully adjusting the pathway to restore normal mTORC1 levels,” said Davidson.

Children’s Hospital of Philadelphiahttps://tinyurl.com/y9g68vfe

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New way to fight sepsis: Rev up patients’ immune systems

, 26 August 2020/in E-News /by 3wmedia

A small clinical trial led by Richard S. Hotchkiss, MD, at Washington University School of Medicine in St. Louis, shows that a drug that revs up the immune system holds promise in treating sepsis. The approach goes against the grain of earlier strategies that have relied on antibiotics and inflammatory medications to tamp down the immune system.
While many people have never heard of sepsis, it causes about 250,000 deaths annually in the United States. The condition develops when an infection triggers an overwhelming immune response, ultimately wreaking havoc on the immune system. Standard treatment involves high doses of antibiotics that fight the infection, but they often don’t work well and fail to boost the body’s immune defences.
Now, a small clinical trial led by researchers at Washington University School of Medicine in St. Louis shows that a drug that revs up the immune system holds promise. The approach goes against the grain of earlier strategies that have relied on antibiotics and inflammatory medications to tamp down the immune system.
 “Mortality rates from sepsis have remained essentially the same over the last 50 years,” said senior investigator Richard S. Hotchkiss, MD, a professor of anaesthesiology, of medicine and of surgery. “Hundreds of drugs have been tried and have failed. It may sound counterintuitive when inflammation is such a problem early in sepsis, but our approach is to stimulate certain immune cells to help the patient’s system take control of the infection.”
The trial involved 27 sepsis patients, ages 33 to 82, who were treated at Barnes-Jewish Hospital in St. Louis, Vanderbilt University Medical Center in Nashville or two medical centers in France — Dupuytren University Hospital in Limoges and Edouard Herriot Hospital in Lyon. Although the study was too small to see a statistical benefit in mortality, the researchers noted an improved immune response in patients who were given a drug to beef up their immunity.
The patients were treated with a drug made of interleukin-7 (IL-7), which enhances the proliferation and survival of two types of immune cells: CD4 and CD8. These cells are important because they recruit other immune cells to fight severe infections that can lead to organ failure and death.
“Patients who develop the most serious form of sepsis, called septic shock, often have very low counts of these key immune cells,” said co-investigator Edward R. Sherwood, MD, PhD, a professor of anaesthesiology at Vanderbilt. “We believe that could play a role in the development and course of sepsis because without those cells, patients aren’t able to clear as much harmful bacteria.”
The patients in the trial, who were hospitalized and severely ill with septic shock, were randomly assigned to one of two therapies. Seventeen patients received the IL-7 drug, and 10 received a standard treatment. Those who received the drug experienced a threefold to fourfold increase in CD4 and CD8 counts.
“Even though the study was small, we were encouraged that IL-7 helped restore key cells in the immune systems of these patients,” said Andrew H. Walton, a staff scientist in the Hotchkiss lab and co-author of the study. “Overall, that should help improve patient survival.”
The researchers showed that IL-7 boosts adaptive immunity, in which CD4 and CD8 T cells help recruit other immune cells — called macrophages, monocytes, neutrophils and dendritic cells — to kill bacteria that cause infections. Traditional approaches to sepsis therapy do not address the critical problem of patients’ severely compromised immune systems. Without restoring immune function, Hotchkiss said, many patients develop lingering infections and are helpless to fight any new infections.
“We know that 40 percent of patients die in the 30- to 90-day period after the initial septic infection,” Hotchkiss said. “Their bodies can’t fight secondary infections, such as the blood infections and staph infections that can develop later on because their immune systems are shot. By strengthening adaptive immunity with IL-7 and increasing the numbers of CD4 and CD8 cells available to help fight infections, we think this approach can make a big difference.”
Hotchkiss credits recent approaches to cancer treatment as evidence that this strategy for sepsis therapy may be a game changer for many patients. Several cancer researchers have begun using IL-7 to rev up a patient’s own immune system to fight cancer. In addition, under compassionate-use guidelines, IL-7 has been given to some critically ill patients with serious viral infections and has successfully restored their CD4 and CD8 counts while improving survival.
As a next step, Hotchkiss and Sherwood are planning a larger trial to determine whether the same holds true for sepsis patients. They estimate a study involving 300 to 400 patients should have the statistical strength to determine whether IL-7 can improve survival rates.
Washington University School of Medicinemedicine.wustl.edu/news/new-way-fight-sepsis-rev-patients-immune-systems

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2018 IHF Awards entry submissions now open

, 26 August 2020/in E-News /by 3wmedia

Entry submissions for the 2018 International Hospital Federation Awards is now open. Hospitals and healthcare organizations that have innovations, outstanding achievements and best practices can enter their projects and programs in one of the four categories.

The IHF/Dr Kwang Tae Kim Grand Award is open only to IHF Full and Associate Members. This Award honors excellence and achievements at health system or facility level in multiple areas including quality and patient safety, corporate social responsibility, innovations in service delivery at affordable costs, and healthcare leadership and management practices.

The IHF/EOH Excellence Award for Leadership and Management in Healthcare recognizes outstanding projects that are enhancing governance, leadership, management policies and practices, fostering a new culture of service, effectively managing finance and resources, and major breakthroughs in productivity improvements or innovations in healthcare delivery or process management.

The Excellence Award for Quality & Safety and Patient-centered Care recognizes exceptional programs that promote quality and safety, enhances patient education, engagement and empowerment, and promote ethical approaches and evidence-based practices.

The final category, the IHF/Bionexo Excellence Award for Corporate Social Responsibility, is for projects that demonstrate excellence in providing quality healthcare services at affordable costs, promoting volunteer contribution to community care, promoting sustainable environment, energy and green initiatives, reducing inequalities in healthcare service delivery to the community and advancing healthcare for emerging and developing nations.

Winning an IHF Award is a prestigious accolade in the healthcare industry and all public and private healthcare service providers are encouraged to join.

Submitting an entry is the first step in an extensive process to determine this year’s award winners, who will be announced at the Awards Ceremony during the 2018 World Hospital Congress in Brisbane, Australia.

Entries can be submitted online through the IHF Awards submission website, find out more here.

Deadline of entries is on 13 April 2018.

For more information visit: https://congress.ihf-fih.org/ihf_awards

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IHF Awards nominations close on 17 May

, 26 August 2020/in E-News /by 3wmedia


Nominations for the International Hospital Federation Awards are due on 17 May 2019. All hospitals and health service providers that want their outstanding projects and programs recognized internationally are encouraged to submit their entries now for a chance to bag one of the four awards.
IHF/Dr Kwang Tae Kim Grand Award

Open to IHF Full and Associate Members and their healthcare provider members. This recognizes excellence and achievements at health system or facility level in multiple areas including quality and patient safety, corporate social responsibility, innovations in service delivery at affordable costs, and healthcare leadership and management practices. To check if your organization or association is an IHF member, click here.

IHF Excellence Awards
These awards are open to all IHF Member and non-member public and private healthcare provider organizations. These recognize excellence or outstanding achievements in specific fields:

  • IHF/Bionexo Excellence Award for Corporate Social Responsibility 
  • IHF/EOH Excellence Award for Leadership and Management in Healthcare 
  • IHF/Austco Excellence Award for Quality & Safety and Patient-centered Care 

The nomination process is simple and there is no cost to enter. Interested organizations just need to create an account in the IHF Awards website and complete the entry form.
Winners will be awarded in front of industry peers during the 43rd IHF World Hospital Congress in Muscat, Oman in November. The Awards Ceremony will once again provide organizations from across the globe the opportunity to come together and celebrate the hard work they have put in to their outstanding programs.  https://congress.ihf-fih.org/ihf_awards

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Human images from world’s 1st total-body scanner unveiled

, 26 August 2020/in E-News /by 3wmedia

EXPLORER, the world’s first medical imaging scanner that can capture a 3D picture of the whole human body at once, has produced its first scans.
The brainchild of UC Davis scientists Simon Cherry and Ramsey Badawi, EXPLORER is a combined positron emission tomography (PET) and X-ray computed tomography (CT) scanner that can image the entire body at the same time. Because the machine captures radiation far more efficiently than other scanners, EXPLORER can produce an image in as little as 1 second and, over time, produce movies that can track specially tagged drugs as they move around the entire body.
The developers expect the technology will have countless applications, from improving diagnostics to tracking disease progression to researching new drug therapies.
The scanner has been developed in partnership with Shanghai-based United Imaging Healthcare (UIH), which built the system based on its latest technology platform and will eventually manufacture the devices for the broader health care market.
“While I had imagined what the images would look like for years, nothing prepared me for the incredible detail we could see on that first scan,” said Cherry, distinguished professor in the UC Davis Department of Biomedical Engineering. “While there is still a lot of careful analysis to do, I think we already know that EXPLORER is delivering roughly what we had promised.
Badawi, chief of nuclear medicine at UC Davis Health and vice chair for research in the Department of Radiology, said he was dumbfounded when he saw the first images, which were acquired in collaboration with UIH and the Department of Nuclear Medicine at the Zhongshan Hospital in Shanghai.
“The level of detail was astonishing, especially once we got the reconstruction method a bit more optimized,” he said. “We could see features that you just don’t see on regular PET scans. And the dynamic sequence showing the radiotracer moving around the body in three dimensions over time was, frankly, mind-blowing. There is no other device that can obtain data like this in humans, so this is truly novel.”
Badawi and Cherry first conceptualized a total-body scanner 13 years ago. Their idea was kickstarted in 2011 with a $1.5 million grant from the National Cancer Institute, which allowed them to establish a wide-ranging consortium of researchers and other collaborators. And it got a giant boost in 2015 with a $15.5 million grant from the National Institutes of Health. The funding allowed them to team up with a commercial partner and get the first EXPLORER scanner built.
Cherry said he expects EXPLORER will have a profound impact on clinical research and patient care because it produces higher-quality diagnostic PET scans than have ever been possible. EXPLORER also scans up to 40 times faster than current PET scans and can produce a diagnostic scan of the whole body in as little as 20 to 30 seconds.
Alternatively, EXPLORER can scan with a radiation dose up to 40 times less than a current PET scan, opening new avenues of research and making it feasible to conduct many repeated studies in an individual, or dramatically reduce the dose in paediatric studies, where controlling cumulative radiation dose is particularly important.

UC Davis
www.ucdavis.edu/news/human-images-worlds-first-total-body-scanner-unveiled

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Rapid whole-genome sequencing of neonatal ICU patients is useful and cost-effective

, 26 August 2020/in E-News /by 3wmedia

Rapid whole-genome sequencing (WGS) of acutely ill neonatal intensive care unit (NICU) patients in the first few days of life yields clinically useful diagnoses in many cases, and results in lower aggregate costs than the current standard of care, according to recent  findings.
Shimul Chowdhury, PhD, FACMG, Clinical Laboratory Director at the Rady Children’s Institute for Genomic Medicine, and his colleagues focused their analysis on a broad swath of NICU patients for whom a genetic diagnosis might help inform treatment decisions and disease management. They studied the clinical utility and cost-effectiveness of sequencing infants and their parents.
“Newborns often don’t fit traditional methods of diagnosis, as they may present with non-specific symptoms or display different signs from older children,” said Dr. Chowdhury. In many such cases, he explained, sequencing can pinpoint the cause of illness, yielding a diagnosis that allows doctors to modify inpatient treatment and resulting in dramatically improved medical outcomes in both the short and long term.
Because of the potential for early intervention and immediate adjustment in care, the researchers used a rapid WGS procedure that took three to seven days from sample collection to delivering results to patients’ families. The process can be further accelerated if medically necessary. In contrast, most clinical diagnostic tests take four to six weeks.
In 34 (35%) of the 98 patients enrolled in the study, WGS yielded a genetic diagnosis, and in 28 (80%) of those patients, that diagnosis led to changes in medical management, such as the use of medications targeted to the underlying disease, avoidance of unnecessary surgery, and guidance about palliative care. Cost-effectiveness analyses are ongoing, but among the first 42 infants sequenced, the researchers calculated a $1.3 million net cost savings for that hospitalization versus the current standard of care.
“The cost savings were especially striking, given that sequencing costs are still high – even with those costs, we found that rapid WGS was not just clinically useful but economically prudent,” Dr. Chowdhury said. Currently, the researchers are looking to expand their study and assess the effectiveness of their approach across health systems and populations. Ongoing partnerships with children’s hospitals in California and Minnesota involve scaling up the rapid WGS process to meet demand and yield new insights about its clinical utility, cost-effectiveness, and ease of implementation in different environments.
Dr. Chowdhury noted the important contribution of genetics research to their progress so far. “Translational research leading to improvements in the speed and accuracy of sequencing tests is so important to our work, and has a real impact on patients and their families,” he said.

American Society of Human Geneticshttps://tinyurl.com/yda3rc6g

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Electronic triage tool improves patient care in emergency departments

, 26 August 2020/in E-News /by 3wmedia

When a patient arrives in any emergency department, one of the first steps in their care process is triage, an opportunity for a care team member to identify critically ill patients and assign priority treatment levels.
“With increases in annual visits to U.S. emergency departments, declines in capacity have led to unprecedented levels of crowding and consequential delays in care,” says Scott Levin, Ph.D., associate professor of emergency medicine at the Johns Hopkins University School of Medicine. “So what emergency departments have to do is very quickly assess whether a patient is in need of real critical, time-sensitive treatment versus a patient who is safe to wait.”
Across the country, nurses and physicians typically use the emergency severity index (ESI) during triage to assign a score from Level 1 for patients who are the most critically sick, to Level 5 for patients who are the least sick. A patient’s ESI level determines in which area of the emergency department that patient will be seen, places the patient in a queue and influences provider decision-making throughout the patient’s care process. “This algorithm is completely subjective,” Levin says. “Nurses and physicians make a quick assessment on whether the patient can wait solely based on their clinical judgment.” In most cases, researchers say patients are assigned to a Level 3 and not entirely differentiated. “We thought that Level 3 patient group included a large mix of patients who are pretty sick and others who weren’t, and our goal was to determine whether these patients could be sorted out,” Levin says.
To help differentiate patient triage levels, Levin and a team in the Department of Emergency Medicine developed an electronic triage tool. In a recently published paper the e-triage tool showed equal or improved identification of patient outcomes compared to ESI based on a multi-site retrospective study of nearly 173,000 emergency department visits. The study showed significant differences in patient priority levels using e-triage and ESI. For example, out of the more than 65 percent of visits triaged to ESI Level 3, e-triage identified about 10 percent, or more than 14,000, ESI Level 3 patients who may have benefitted from being up-triaged to a more critical priority level, such as Level 1 or 2. These patients were at least five times more likely to experience a critical outcome, such as death, admission to the ICU or emergency surgery, and two times more likely to be admitted to the hospital. The e-triage tool was also able to increase the number of patients down-triaged to a lower priority level, such as Level 4 or 5, to help minimize low-acuity patients from waiting and overusing scarce resources.
The e-triage tool uses an algorithm to predict patient outcomes based on a systems engineering approach and advanced machine learning methods to identify relationships between predictive data and patient outcomes. “When a patient comes in, and we collect the patient’s information, the e-triage tool is comparing that patient to hundreds of other like patients to make a prediction on the patient’s outcome,” Levin says.
These methods are common in other industries, such as defence, transportation and finance, but rarely, if ever, are implemented in healthcare. “Machine-based learning takes full advantage of electronic health records and allows a precision of outcomes not previously realizable,” says Gabor Kelen, M.D., director of the Department of Emergency Medicine and professor of emergency medicine at the Johns Hopkins University School of Medicine. “It is the wave of future healthcare, although some providers may be hesitant. Decision aids that take advantage of machine-learning are also highly customizable to meet the needs of an emergency department’s patient population and local healthcare delivery systems.”
The e-triage tool is also designed to be a decision support tool to help clinicians make better care decisions about their patients. “The theory behind this tool, and all clinical decision support tools, is that the tool paired with the clinician can make better predictions or better prognostics tasks like this than the tool alone or the clinician alone,” Levin says.
Better differentiating patients’ priority levels, can, in turn, help patients get the appropriate care they need. “The ultimate objective is patients should be waiting less in the emergency department,” Levin says. “For patients at risk of having a critical care need, this technology is designed to detect them better and make sure they are seen quicker. For patients who are less sick, e-triage should detect those patients and put them on an expedited track, so they don’t need to wait as long.”

John Hopkins Medicinehttps://tinyurl.com/y7whserq

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Beukenlaan 137
5616 VD Eindhoven
The Netherlands
+31 85064 55 82
info@interhospi.com

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