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Factors Impacting the Performance of Deep Learning Detection of Pulmonary Emboli.

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Title: Factors Impacting the Performance of Deep Learning Detection of Pulmonary Emboli.
Authors: Sorin V; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota. Electronic address: Sorin.Vera@mayo.edu., Korfiatis P; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota., Langer SG; Chair, Informatics Division, Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota., Hahn LD; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota., Bratt AK; Chair, Thoracic Division, Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota., Cook CJ; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota., Sobek JD; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota., Butler CL; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota., Wald C; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota; Chair, ACR Informatics Commission; Chair, ACR Board of Chancellors., Erickson BJ; Director, Mayo Clinic AI Lab, Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota., Collins JD; Chair, Cardiovascular Division, Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota. Electronic address: Collins.Jeremy@mayo.edu.
Source: Journal of the American College of Radiology : JACR [J Am Coll Radiol] 2026 Jun; Vol. 23 (6), pp. 965-972. Date of Electronic Publication: 2025 Dec 26.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 101190326 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1558-349X (Electronic) Linking ISSN: 15461440 NLM ISO Abbreviation: J Am Coll Radiol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Factors Impacting the Performance of Deep Learning Detection of Pulmonary Emboli.
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  Data: <searchLink fieldCode="AU" term="%22Sorin+V%22">Sorin V</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota. Electronic address: Sorin.Vera@mayo.edu.<br /><searchLink fieldCode="AU" term="%22Korfiatis+P%22">Korfiatis P</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Langer+SG%22">Langer SG</searchLink>; Chair, Informatics Division, Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Hahn+LD%22">Hahn LD</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Bratt+AK%22">Bratt AK</searchLink>; Chair, Thoracic Division, Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Cook+CJ%22">Cook CJ</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Sobek+JD%22">Sobek JD</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Butler+CL%22">Butler CL</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Wald+C%22">Wald C</searchLink>; Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota; Chair, ACR Informatics Commission; Chair, ACR Board of Chancellors.<br /><searchLink fieldCode="AU" term="%22Erickson+BJ%22">Erickson BJ</searchLink>; Director, Mayo Clinic AI Lab, Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota.<br /><searchLink fieldCode="AU" term="%22Collins+JD%22">Collins JD</searchLink>; Chair, Cardiovascular Division, Department of Radiology, Mayo Clinic College of Medicine and Science, Mayo Clinic, Rochester, Minnesota. Electronic address: Collins.Jeremy@mayo.edu.
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  Data: <searchLink fieldCode="JN" term="%22101190326%22">Journal of the American College of Radiology : JACR</searchLink> [J Am Coll Radiol] 2026 Jun; Vol. 23 (6), pp. 965-972. <i>Date of Electronic Publication: </i>2025 Dec 26.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101190326 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1558-349X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215461440%22">15461440 </searchLink><i>NLM ISO Abbreviation: </i>J Am Coll Radiol <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.jacr.2025.12.028
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              Text: 2026 Jun
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