Skip to content
MarketScale
‹ Back to IndustriesHealthcare

Bridging Care Gaps: AI Solutions in Healthcare

Automated clinical decision support tools powered by machine learning are reshaping how healthcare providers identify and prevent diagnostic gaps

This story was produced through MarketScale. See how Healthcare teams put it to work with Executive Thought Leadership.

By Arpita Hazra · Ai Solutions in HealthcareArpita HazraBridging Care GapsEmr
Share

Key takeaways

01

Automated clinical decision support tools powered by machine learning are reshaping how healthcare providers identify and prevent diagnostic gaps

Get featured

Want to get featured in MarketScale Healthcare?

Create a free MarketScale workspace and get your company's expertise featured across our Healthcare coverage. No credit card, no demo required.

Request an invite

How can AI solutions in healthcare transform patient care by enhancing clinical decision-making and reducing diagnostic errors? Dr. Arpita Hazra, a Clinical Patient Data Safety Specialist, offers compelling insight into integrating artificial intelligence and machine learning models with Electronic Medical Records (EMR) to bridge care gaps in fast-paced healthcare environments.

"Artificial intelligence and machine learning models can be used to create clinical decision-making support tools that can integrate into the EMR, which can help fill care gaps in busy healthcare settings. This will reduce the incidence of incorrect diagnosis, reduce the delay in diagnosis and delay in treatment for patients, help the providers in ordering the correct diagnostic tests, and help escalate the patient's care when needed," Hazra said.

Artificial intelligence and machine learning models can be used to create clinical decision-making support tools that can integrate into the EMR, which can help fill care gaps in busy healthcare settings.
— Dr. Arpita Hazra, Clinical Patient Data Safety Specialist

Your experts belong here

Every story in MarketScale Healthcare starts with a company putting its clinicians, service-line leaders, and field engineers on the record. Buyers are already reading this topic. The only question is whose experts they find.

Service-line buyers vet vendors quietly, and your clinicians become the proof they find while doing it.

Get your team featuredSee how it works15 minutes, straight to a calendar.

About the author

Arpita Hazra
Arpita HazraClinical Patient Safety Data Specialist

Arpita Hazra, a dedicated physician, combines her medical expertise with a passion for building AI and machine learning models aimed at enhancing patient outcomes. Her boundless energy and unwavering motivation are evident in her multifaceted career. With a profound understanding of clinical data management, health education, public health, and program planning, Arpita has excelled in various domains including project management, patient safety, and risk analysis. Her versatility extends to healthcare consulting and clinical risk consulting, where she brings a wealth of qualitative and quantitative research experience to the table. Arpita is a force in healthcare business development, equipped with technical skills in Power BI, Azure Databricks, SQL, and SAS programming. Her expertise also encompasses healthcare data model architecture development and user acceptance testing (UAT), as well as medical writing. In essence, Arpita Hazra is a well-rounded professional with a mission to bridge medicine and technology for the betterment of patient care and outcomes.

Follow Healthcare Insights

Get new expert content in your inbox.

Healthcare: are you visible to AI?

Before they reach out, Healthcare buyers ask AI engines which vendors to trust. See how AI describes your company today, and where competitors show up instead.

Free workspace

You just read one Healthcare expert. Your company is full of them.

This article was produced through MarketScale. The same platform turns your clinicians, service-line leaders, and field engineers into the articles, video, and social content Healthcare buyers are searching for. Create a free workspace and see it with your own people. No credit card, no demo required.

NPS +73 · 1,000+ creators · 38+ countries

What you get, free

Your own MarketScale Studio workspace
One video edit a month, on us
AI writing, editing, and publishing tools
In-platform coaching to learn the system

More Healthcare Insights

OpenAI’s ChatGPT for Healthcare is getting wired into Epic

OpenAI’s ChatGPT for Healthcare is getting wired into Epic

ChatGPT for Healthcare can now read from Epic. UCSF Health is piloting the read-only integration, according to Fierce Healthcare and Becker’s Hospital Review. For CIOs, the work is permissions, auditability, and clinical validation in Epic workflows.

  • 01The “read-only” label doesn’t remove governance work, it moves it to permissions mapping, audit logs, and connector scope design inside Epic-supported workflows.
  • 02OpenAI’s published clinician review results (99.1% rated safe across 4,363 ratings) are a useful benchmark, but they still need local validation on your own note templates, meds workflows, and specialty mix.

Sep 7, 2026

The EU’s MDR delay buys time, but it won’t clear your commissioning bottleneck

The European Commission backed extending EU MDR transition deadlines to December 2027 and December 2028, Medical Design & Outsourcing reported. It buys time, not ramp-up capacity. Design News cites digital commissioning and machine digital twins to cut “power-on” surprises and speed validation and operator training.

  • 01If an EU portfolio includes Class III, December 2027 is now the planning anchor, but the internal gating item may shift to validation capacity and automation readiness, not paperwork.
  • 02Digital commissioning is becoming a procurement spec, not a buzzword, because it lets teams run DFM/DFA learning loops before hardware is built, which Design News notes is meant to reduce machine power-on surprises.

Sep 5, 2026

HCA’s Q1 was not about volume. It was about coverage and collecting cash

HCA Healthcare reaffirmed 2026 guidance after Q1 weather and a muted respiratory season cut adjusted EBITDA by about $180 million, according to HealthLeaders and Fierce Healthcare. Payer mix shifted fast. Exchange admissions fell about 15% and uninsured admissions rose about 16%, Fierce reported.

  • 01A mild flu season can be a margin event: HCA tied a 42% drop in respiratory admissions to a roughly $180M adjusted EBITDA hit (HealthLeaders, Fierce Healthcare).
  • 02The 2026 risk is sliding from demand to coverage: HCA cited a $600M–$900M full-year EBITDA headwind from exchange-related changes, with $150M already in Q1 (HealthLeaders, Fierce Healthcare).
  • 03Supplemental payments are becoming an operating capability, not a windfall: HCA said Q1 Medicaid program net benefit was about $200M vs $80M expected (HealthLeaders, Fierce Healthcare), putting state-by-state reimbursement strategy on the CFO’s critical path.

Sep 5, 2026

Explore More Healthcare Insights

Read more expert perspectives from across Healthcare.

Browse Healthcare Hub

About the Expert

Arpita Hazra
Arpita Hazra

Clinical Patient Safety Data Specialist

Arpita Hazra, a dedicated physician, combines her medical expertise with a passion for building AI and machine learning models aimed at enhancing patient outcomes. Her boundless energy and unwavering motivation are evident in her multifaceted career. With a profound understanding of clinical data management, health education, public health, and program planning, Arpita has excelled in various domains including project management, patient safety, and risk analysis. Her versatility extends to healthcare consulting and clinical risk consulting, where she brings a wealth of qualitative and quantitative research experience to the table. Arpita is a force in healthcare business development, equipped with technical skills in Power BI, Azure Databricks, SQL, and SAS programming. Her expertise also encompasses healthcare data model architecture development and user acceptance testing (UAT), as well as medical writing. In essence, Arpita Hazra is a well-rounded professional with a mission to bridge medicine and technology for the betterment of patient care and outcomes.

For B2B teams

Your experts could be publishing here

Stories like this one run on content MarketScale captures from real practitioners. See how your team's expertise becomes coverage in Healthcare and beyond.

Book a 15-minute demo

Or call us. No forms required. We pick up. 214-945-2512