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Data aggregation and storage are other common challenges. “Ideally, you want to come up with an algorithm that is robust to different data sets, using data from multiple centers and sites,” he says, noting that the 2019 study queried data from only one trauma center. Training an algorithm with data from only one institution “makes it difficult for other institutions to generalize your algorithm.”

Interoperability also comes into play, says Dr. Stram. Storing data in discrete fields and in a manner in which you know you’re aggregating like data is a necessity. It depends on the scenario, she says, but factors such as reference range and laboratory instrument may be important for pooling data correctly.

The MTPitt prediction tool is “more of a blueprint for developing an ML model than the ideal state,” says Dr. Seheult. “We made it simple for a reason, and that’s to make it interpretable. The infrastructure for deploying [complex] algorithms is not there right now in most laboratory and blood bank information systems. [But] you could envision a system where you have a complex neural network deployed with the electronic medical record and it would flag a patient as high risk for needing massive transfusion support. That’s the long-term goal for these algorithms.” —Charna Albert

Xifin debuts latest version of RCM platform

Xifin recently introduced Xifin RPM 11, a revenue cycle management platform that features robust automation, enhanced portals, advanced analytics, and artificial intelligence options.

The software uses automation to automatically identify errors and clean dirty claims, reducing denials and improving reimbursement. It provides a robust workflow configuration at multiple levels, including facility, client, and payer, and automatically generates payer-specific appeal forms and appeal letters.

Other features of Xifin RPM 11 include a patient portal that allows consumers to determine insurance eligibility and estimate out-of-pocket costs and a physician portal for submitting supporting documentation and enhancing other forms of information exchange. The software also offers such billing and payment-collection options as paper invoice suppression, patient notification letters, and interactive statements.

“Xifin RPM 11 users can choose to extend the enterprise-grade business intelligence that comes standard with Xifin RPM with new advanced analytics options that offer additional scalability, flexibility, and speed,” according to a press release from the company. “The AI capabilities paired with Xifin Business Intelligence provide financial insights faster, greater long-term trend analysis, and can pinpoint revenue cycle workflow efficacy opportunities.”

Xifin, 866-999-4346

Orchard and Epic receive vendor honors from KLAS Enterprises

KLAS Enterprises recognized Orchard Software and Epic Systems as leaders in the laboratory marketplace in its 2020 Best in KLAS awards.

Orchard was named the category leader in the laboratory (small/ambulatory) division for its Orchard Harvest laboratory information system, while Epic was named the category leader in the laboratory (large hospital/integrated delivery network) division for its Epic Beaker LIS.

The “Best in KLAS 2020: Software & Services” report lists the top-performing health care information technology companies within various market segments based on feedback from health care providers.

A list of 2020 Best in KLAS awardees is available at www.j.mp/KLAS-honors.

Intermountain Healthcare and Cerner recommit to partnership

Cerner and the Salt Lake City-based nonprofit Intermountain Healthcare system have announced that they are extending the health technology and innovation agreement they formed in 2013.

Over the years, Intermountain has adopted a range of Cerner products, including the company’s EHR and revenue cycle solutions, across its 24 hospitals and approximately 210 clinics as part of a joint effort to improve care delivery, standardize processes, and control costs.

“Through this [multiyear] expansion, Cerner will continue to increase the speed of innovation and help effectively address business and patient needs today and in the future,” the company reported. “Intermountain will continue to provide expert guidance that helps direct developments to improve experiences for caregivers, system operators, and patients across the globe.”

Cerner, 816-201-1024

Dr. Aller practices clinical informatics in Southern California. He can be reached at raller@usc.edu.