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NYU Langone Health LLM can predict hospital readmissions

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How one Ohio hospital decrypted LockBit ransomware

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Author: npj Digital Medicine

Physics-informed neural networks for modeling physiological time series for cuffless blood pressure estimation

Physics-informed neural networks for modeling physiological time series for cuffless blood pressure estimation

June 9, 2023June 10, 2023npj Digital Medicine

The bold vision of AI-driven pervasive physiological monitoring, through the proliferation of off-the-shelf wearables that began a decade ago, has created immense opportunities to extract actionable information for precision medicine. These AI algorithms model…

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Publisher Correction: Explainable artificial intelligence incorporated with domain knowledge diagnosing early gastric neoplasms under white light endoscopy

Publisher Correction: Explainable artificial intelligence incorporated with domain knowledge diagnosing early gastric neoplasms under white light endoscopy

June 6, 2023June 7, 2023npj Digital Medicine

…

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A foundational vision transformer improves diagnostic performance for electrocardiograms

A foundational vision transformer improves diagnostic performance for electrocardiograms

June 6, 2023June 7, 2023npj Digital Medicine

The electrocardiogram (ECG) is a ubiquitous diagnostic modality. Convolutional neural networks (CNNs) applied towards ECG analysis require large sample sizes, and transfer learning approaches for biomedical problems may result in suboptimal performance when pre-training…

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A flexible symbolic regression method for constructing interpretable clinical prediction models

A flexible symbolic regression method for constructing interpretable clinical prediction models

June 5, 2023June 6, 2023npj Digital Medicine

Machine learning (ML) models trained for triggering clinical decision support (CDS) are typically either accurate or interpretable but not both. Scaling CDS to the panoply of clinical use cases while mitigating risks to patients…

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Preventing mental illness in children that experienced maltreatment the efficacy of REThink online therapeutic game

Preventing mental illness in children that experienced maltreatment the efficacy of REThink online therapeutic game

June 5, 2023June 5, 2023npj Digital Medicine

Exposure to child maltreatment (CM) is considered to predispose children to devastating consequences in terms of mental health. Thus, it is a public health priority to provide these children with early preventive interventions that…

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DeepBreath—automated detection of respiratory pathology from lung auscultation in 572 pediatric outpatients across 5 countries

DeepBreath—automated detection of respiratory pathology from lung auscultation in 572 pediatric outpatients across 5 countries

June 2, 2023June 4, 2023npj Digital Medicine

The interpretation of lung auscultation is highly subjective and relies on non-specific nomenclature. Computer-aided analysis has the potential to better standardize and automate evaluation. We used 35.9 hours of auscultation audio from 572 pediatric…

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Wearable based monitoring and self-supervised contrastive learning detect clinical complications during treatment of Hematologic malignancies

Wearable based monitoring and self-supervised contrastive learning detect clinical complications during treatment of Hematologic malignancies

June 2, 2023June 4, 2023npj Digital Medicine

Serious clinical complications (SCC; CTCAE grade ≥ 3) occur frequently in patients treated for hematological malignancies. Early diagnosis and treatment of SCC are essential to improve outcomes. Here we report a deep learning model-derived SCC-Score to…

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Rigorous and rapid evidence assessment in digital health with the evidence DEFINED framework

Rigorous and rapid evidence assessment in digital health with the evidence DEFINED framework

May 31, 2023June 1, 2023npj Digital Medicine

Dozens of frameworks have been proposed to assess evidence for digital health interventions (DHIs), but existing frameworks may not facilitate DHI evidence reviews that meet the needs of stakeholder organizations including payers, health systems,…

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Prosodic signatures of ASD severity and developmental delay in preschoolers

Prosodic signatures of ASD severity and developmental delay in preschoolers

May 30, 2023May 30, 2023npj Digital Medicine

Atypical prosody in speech production is a core feature of Autism Spectrum Disorder (ASD) that can impact everyday life communication. Because the ability to modulate prosody develops around the age of speech acquisition, it…

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Menstrual cycle length variation by demographic characteristics from the Apple Women’s Health Study

Menstrual cycle length variation by demographic characteristics from the Apple Women’s Health Study

May 30, 2023May 30, 2023npj Digital Medicine

Menstrual characteristics are important signs of women’s health. Here we examine the variation of menstrual cycle length by age, ethnicity, and body weight using 165,668 cycles from 12,608 participants in the US using mobile…

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Quotes

Information is the lifeblood of medicine and health information technology is destined to be the circulatory system for that information.

Roy Rossin

Quotes

The first thing we ought to recognize is that mobile is now part of the fabric — every day in everybody’s life. So if you’re not looking at mobile solutions, then you’re not really looking at all solutions.

Mal Postings Global CTO

Quotes

It all comes back to helping patients. That's the reason why we have an innovations office. We have some of the best physicians, scientists and engineers in the world right here in Cleveland who come up with brilliant ideas every day. And we need a way of bringing these to the market to help patients today and in the future. We want to reduce healthcare costs if we can come up with a less expensive way of doing something. We need to innovate around what we traditionally do but then also look at new avenues that we can explore to impact patient care.

D. Geoffrey Vince

Quotes

The most evolutionary change coming to hospital rooms of the future is that they will be in your own home. For certain acute conditions, the hospital room will come to you. You will be able to convalesce in the comfort of your own home by using portable technology and next-generation healthcare equipment. This will allow for high quality care to be rendered in a person's home by medical professionals both onsite and virtually.

Nick Patel

Quotes

The two areas that are changing… are information technology and medical technology. Those are the things that the world will be very different 20 years from now than it is today.

Bill Gates

Quotes

With respect to healthcare, I see digital transformation as a formula: simplified patient journey + streamlined employee workflow = a memorable experience. The ability to distill the patient touch points down to only what is necessary, make the behind-the-scenes workflow less cumbersome (reducing silos and friction points) and accelerate the entire throughput with carefully selected and complementary technology is the essence of digital transformation. Process is always upstream from technology, and any digital effort should take that into consideration.

Tom Barnett

Quotes

The vaccine rollout process is a classic case study for successful projects requiring "people, process and technology." In this equation, the technology infrastructure of an electronic health record and network connectivity seem to be sufficient at most health systems and communities to support the cause. As a result, the most crucial elements to enable success is the project leadership and teamwork amongst all segments of the healthcare delivery system (people and process).

Michael Restuccia

Quotes

If we can reduce the cost and improve the quality of medical technology through advances in nanotechnology, we can more widely address the medical conditions that are prevalent and reduce the level of human suffering.

Ralph Merkle

Quotes

The most promising technology is AI combined with what we call "digital endpoints" for each service we provide. Digital endpoints are technologies like online scheduling, asynchronous video visits, and voice and application programming interfaces. The combination of AI and these endpoints mean that we can enable more sophisticated navigation, new business models, reduce friction and improve care delivery.

Aaron Martin

Quotes

As the chief clinical officer of a health system that includes five hospitals, I start almost every day by asking myself the question, "What will we need hospitals for in 2030?" How much that we do today will be safely done either at home or in the ambulatory setting in the near future given advancements in point-of-care diagnostics, telehealth, artificial intelligence, nanotechnology, robotics, drones, 3D printing, virtual reality, 5G, etc.?

Daniel Durand

Quotes

Developments in medical technology have long been confined to procedural or pharmaceutical advances, while neglecting a most basic and essential component of medicine: patient information management.

John Doolittle

Quotes

The physical space of the hospital will be gradually digitized until virtually every object and sensor becomes part of the so-called 'Internet of Things.' These innovations can broadly be categorized as either clinical or experiential, though some will be both. Clinical innovations will involve gathering ever more "signals" from the patient (infrared, sound, electrophysiology, pulse-oximeter, facial expression, etc.) to be sifted in real time through machine-learning algorithms that will help physicians refine their understanding of diagnosis and prognosis in ways we can only imagine today. Experiential innovations will allow health systems and their partners to take a page from Netflix, using the engagement opportunity of the acute care episode to stream digital content to patients and families through TVs, tablets and their own devices from home.

Daniel Durand

Quotes

Like innovation, we see data as telling us how to respond to the future rather than only revealing what has happened in the past. The information, trends and feedback we gather from consumers and patients to clinicians and staff marks the goal post for where we want to go. If the data tells a story, we decide how we can make that story a better one.

Tony Ambrozie

Quotes

You have to understand what are they worried about, what are their fears, what are they trying to do? If we don’t engage with them that way, it doesn’t matter what technology we use.

Roy Rossin

Quotes

[Physicians] are going to look at you sideways if you ask them to align, but if you ask them to be the leaders and determine what the future will look like, they will rise to the challenge.

Lucy Hammerberg

Quotes

In 10 years the electronic medical record will be the minor player, in terms of where a person’s health history lives. Most of that information will be kept on the phone or in a secure cloud, and the patient will be highly engaged with collecting, curating and sharing that data. Most doctor visits will be like calling up a YouTube meets virtual human docs and there will also be an aspect of virtual reality.

Leslie Saxon

Quotes

Transformation implies an order of magnitude improvement in performance, as opposed to incremental improvement. Digital implies the convergence of technologies in which the total is greater than the sum of the parts. Thus, digital transformation unlocks breakthrough or innovative business performance through the synergistic use of technology. Said another way, digital transformation is what turns the lead into gold.

Andy Lehman

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