Understanding AI Interpretation in Healthcare

Monitor Mondays

Monitor Mondays
Understanding AI Interpretation in Healthcare
Mar 30, 2026 Season 14 Episode 675
Sharon Easterling, MHA| Matthew Albright | Knicole Emanuel, Esq. | Amanda Mills | Ronald Hirsch, MD

Artificial intelligence (AI) is becoming part of how clinical documentation is reviewed across healthcare, from coding and clinical validation to payer denials and appeals. 

In many cases, AI is influencing decisions behind the scenes, even when it is not clearly visible.

During the next live edition of the long-running Monitor Monday, the Internet broadcast produced by RACmonitor, Sharon Easterling will explain in simple terms how AI reads the clinical record. 

Unlike clinicians, AI does not understand the full story of the patient. Instead, it looks for patterns such as words, phrases, and signals, and uses those patterns to reach a conclusion.

Because of this, the same record can lead to different outcomes. 

Easterling, RACmonitor and Monitor Monday technology consultant, returns to the broadcast and will use a straightforward way to evaluate decisions so that conclusions remain supported, clear, and defensible, even as AI becomes more involved in the process.

Broadcast segments will also include these instantly recognizable features:

·      Monday Rounds: Ronald Hirsch, MD, vice president of R1 RCM, will be making his Monday Rounds. 

·      The RAC Report: Healthcare attorney Knicole Emanuel, partner at the law firm of Nelson Mullins, will report the latest news about auditors. 

·      Risky Business: Healthcare attorney Amanda Mills will join the broadcast with his trademark segment.

·      Legislative Update: Matthew Albright, senior legislative affairs liaison for Zelis, will report on current healthcare legislation.

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