54-year-old with mild chest pain for 3 days who underwent CTPA to assess acute PE. A, Axial image shows nonocclusive filling defect (arrow) in right lower lobe basal trunk. AI classified examination positive for PE. B, Activation map shows location corresponding to PE (arrow) identified by AI. Examination reprioritized on radiologist reading worklist, given positive result from AI tool. Wait time: 6.7 mins; read time: 17.2 mins; turnaround time: 23.9 mins.
April 5, 2023 — According to an accepted manuscript published in ARRS’ own American Journal of Roentgenology (AJR), a worklist reprioritization tool with artificial intelligence reduced both report turnaround time and wait time for pulmonary embolus-positive CT pulmonary angiography examinations.
“By assisting radiologists in providing rapid diagnoses, the artificial intelligence (AI) tool could potentially enable earlier interventions for acute pulmonary embolus (PE),” concluded lead researcher Kiran Batra, MD, from the department of radiology at University of Texas Southwestern Medical Center in Dallas.
Batra et al.’s AJR accepted manuscript included patients who underwent CT pulmonary angiography (CTPA) before (October 1, 2018–March 31, 2019) and after (October 1, 2019–March 31, 2020) implementing an FDA-approved AI tool that reprioritized CTPA examinations atop radiologists’ reading list, if acute PE was detected. Timestamps from EMR and dictation systems were then utilized to determine three times: wait (examination completion to report initiation), read (report initiation to availability), as well as report turnaround (sum of wait and read). Times for PE positive reports, using final imaging for reference, were compared between periods.
Ultimately, the authors’ AI-driven worklist reprioritization tool was associated with significantly shorter report turnaround (47.6 vs. 59.9 mins) and wait (21.4 vs. 33.4 mins) times—though no significant difference in reading time (26.3 vs. 26.5 mins)—for CTPA reports positive for acute PE, compared to reports from before AI implementation.
“During regular hours,” the authors of this AJR accepted manuscript added, “the reduction in wait time was observed for examinations with routine, but not urgent or stat, priority.”
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February 13, 2026 
