The question is no longer whether shareback matters. It is whether the healthcare ecosystem is willing to prioritize it in practice by recognizing it in policy measurement, monitoring, and enforcement, as well as investing in the technical and governance structures needed to make shareback routine, high-quality, measurable, and reportable.

The post Why Quality Shareback is the Missing Fuel for the Healthcare Interoperability Engine appeared first on MedCity News.

The challenge is determining whether wearable data is reliable enough to relieve the review burden, guide care, support reimbursement, or reassure a patient who is worried about their heart rhythm at two o’clock in the morning.

The post Wearable Noise Is Exploding — Trust Is the Filter appeared first on MedCity News.

Uma (Veerappan) Nuggehalli of Flare Capital Partners thinks the healthcare AI startups that will come out on top will be companies that integrate seamlessly into workflows, build proprietary datasets and quickly determine how to sell their technology.

The post What Will Separate Healthcare AI Winners From Losers? appeared first on MedCity News.

Healthcare is pouring money into AI, but poor data quality is quietly sabotaging results by scaling bias, errors, and mistrust instead of value. Until organizations fix historical data, set accuracy baselines, and keep humans in the loop, AI will multiply problems faster than it improves outcomes.

The post Artificial Intelligence and the Data Quality Problem No One Can Ignore appeared first on MedCity News.

If leading hospitals are using these AI tools, and the companies mention HIPAA compliance on their websites, are the consumer AI health tools also regulated by HIPAA? Do consumers share a similar relationship with these companies as healthcare organizations do?

The post Privacy Expectations in Consumer AI Tools: How Patient Use of ChatGPT Health and Claude Differs From HIPAA-Regulated Care appeared first on MedCity News.

Healthcare providers need to be thinking not only about the experience that patients need and want now, but the experience they’re going to need and want down the road.

The post Where the Patient Experience Is Heading – And 3 Ways Healthcare Providers Can Meet That Moment appeared first on MedCity News.

Imaging has become a core input into how health systems understand disease, evaluate outcomes, plan capacity, and increasingly, how they learn.

The post Imaging Data Liquidity: The Foundation of Multimodal Medical Intelligence appeared first on MedCity News.

When AI is honest and acts as a connector in healthcare workflows, clinician time is freed up, accuracy is ensured, and revenue is protected.

The post Keeping Honest in Healthcare: Engineering Accountability into AI appeared first on MedCity News.

Confirmed diversion cases do not equal true prevalence – they are directly dependent on investigative proficiency, tooling, and the bandwidth of the teams doing the work.

The post The Illusion of Diversion Data: Why Confirmed Diversion Counts Misrepresent True Risk appeared first on MedCity News.

I lived for nine years with ALS while navigating a healthcare system that routinely obscured my own medical reality. But I know that pain is only amplified for individuals without medical expertise like mine.

The post We Have a Problem: Even Doctors Struggle to Navigate our Healthcare System appeared first on MedCity News.

Relationships between health systems, non profits, universities and public agencies are not new. The difference here is a nuance, the structure of the relationships are what stands out in these collaborations.

The post Five Collaboration Trends That Shaped Healthcare AI in 2025 appeared first on MedCity News.

True interoperability is a prerequisite for patient-centered, efficient and scalable digital health solutions. And among the different types of interoperability, semantic interoperability stands out as the goal many are striving toward.

The post Beyond the Buzzword: Why Semantic Interoperability is the Holy Grail for Digital Health appeared first on MedCity News.

Addressing the burnout demands integrated systems that lighten administrative burdens rather than compound them.

The post To Reduce Therapist Burnout and Improve Care, Turn to Longitudinal Data appeared first on MedCity News.

Every year shaved off the diagnostic odyssey means fewer irreversible complications, fewer misdiagnoses, and fewer clinicians and families left wondering what they missed. A unified, longitudinal approach doesn’t just speed up diagnosis — it changes, and in some cases saves, lives.

The post How AI Enables Unified Patient Journeys for Faster, More Accurate Rare Disease Diagnoses appeared first on MedCity News.

Data is fueling the AI revolution, but it must be aligned with solving business challenges.

The post Trends in Health IT – What Should Organizations Prioritize in 2026? appeared first on MedCity News.

While data and cost are important elements in recognizing issues, the measure of success isn’t just about the data or the numbers; it’s about ensuring that older adults can manage and maintain their expectations about health and aging in place. 

The post Beyond the Numbers: Every Data Point Tells a Different Story appeared first on MedCity News.

A universal medical coder, applied consistently across care settings, offers a practical solution to the enduring challenge of data integrity.

The post The Case for a Universal Medical Coder in Achieving True Interoperability appeared first on MedCity News.

Network inaccuracy isn’t an inconvenience – it’s a public health crisis.

The post The Hidden Data Errors Delay Healthcare for Millions of Americans appeared first on MedCity News.

Data only drives change when the right people see the right numbers at the right time and someone owns the follow-through.

The post Bridging the Gap Between Data and Quality Improvement for Hospitals appeared first on MedCity News.

Medical AI developers who prioritize data early will be the ones crossing the regulatory finish line faster and more reliably.

The post AI Companies That Invest in Better Data Pipelines are Winning Faster Regulatory Approvals — Here’s Why appeared first on MedCity News.

In the shift from isolated expertise to collective insights, shared data are revolutionizing patient care in EMS and hospitals.

The post From Silos to Synthesis: How the Information Renaissance is Transforming Emergency Medicine appeared first on MedCity News.

Equity has to be built into the deployment strategy from day one, not treated as a future retrofit. That means prioritizing inclusion not only in the data but in the delivery, and recognizing that inclusive deployment is the foundation for inclusive datasets.

The post Bias Doesn’t End at the Dataset: It Lives in the Deployment appeared first on MedCity News.

Healthcare today requires more than the partial snapshot offered by legacy technology. By integrating diverse data sources such as wearables, claims, communications, and ADT feeds, clinicians gain a comprehensive, real-time view of their patients’ health. 

The post Technology Evolution: Why Clinicians Must Expand Their Sources of Data appeared first on MedCity News.

AI-powered platforms can collect data sets from disparate sources and check them for quality, duplication, relevance, and more. These platforms can then create even more extensive, understandable findings to help healthcare professionals make decisions. 

The post To Help Achieve Life-Saving Discoveries, AI Must Access ‘Underutilized, Undervalued’ Findings appeared first on MedCity News.

The way forward isn’t bigger models. It’s smaller, smarter ones. Small Language Models (SLMs) are designed to do what LLMs can’t: learn from enterprise data and focus on specific problems.

The post LLMs Have Eaten the Internet — Now They’re Starving on Themselves appeared first on MedCity News.

During a recent panel discussion, healthcare leaders highlighted that the true promise of technology lies in ensuring that tools are practical, trusted and widely usable for both patients and clinicians.

The post What Healthcare Tech Has Leaders Most Energized Right Now? appeared first on MedCity News.

For AI to truly revolutionize healthcare, it must understand the social, environmental, and emotional context that influences health outcomes in order to make interventions more targeted and effective. AI can only achieve this degree of understanding if it is fed novel data that reflects the human experience – data that is currently generated by tech-enabled services.

The post The Hidden Power of Tech-Enabled Healthcare Services: Fueling the Next Wave of Healthcare AI appeared first on MedCity News.

We’re in the middle of a fundamental shift that’s giving consumers more power and choice over their health coverage while creating healthy competition in the marketplace. Consumer expectations are justifiably rising, and people want a much more pleasant, frictionless and digital experience from their health plan – just like they get everyplace else in their lives.

The post Why Insurers Need to Lead in the Shift to Healthcare Consumerism appeared first on MedCity News.

Data is not optional; it is essential to financial stability and strategic growth. The organizations that thrive will be those that use data to lead, not follow.

The post Data-Driven Decisions: Unlocking Strategic Financial Performance in Healthcare appeared first on MedCity News.

For healthcare leaders, actionable SDOH insights are key to advancing equity and improving patient outcomes. By investing in comprehensive engagement strategies and leveraging technology, the healthcare industry can build trust, address barriers to care, and ensure that no patient falls through the cracks.

The post Putting SDOH Data to Work for Systems and Patients appeared first on MedCity News.