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AI-Derived Electronic Tumor Marker For Cancer Antigen 19-9 Nonproducers With Pancreatic Ductal Adenocarcinoma.

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Title: AI-Derived Electronic Tumor Marker For Cancer Antigen 19-9 Nonproducers With Pancreatic Ductal Adenocarcinoma.
Authors: Thalji SZ; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Aldakkak M; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Ramamurthi A; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Jaraczewski TJ; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Belbahri M; Layer 6 AI, Montreal, Quebec, Canada., SenthilKumar G; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Shaik T; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Merrill JR; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Banerjee A; Division of Biostatistics, Data Science Institute, Medical College of Wisconsin, Milwaukee., Taylor BW; Clinical and Translational Science Institute of Southeast Wisconsin, Medical College of Wisconsin, Milwaukee., Kamgar M; Department of Medicine, Division of Medical Oncology, Medical College of Wisconsin, Milwaukee., George B; Department of Medicine, Division of Medical Oncology, Medical College of Wisconsin, Milwaukee., Erickson B; Department of Radiation Oncology, Medical College of Wisconsin, Milwaukee., Hall WA; Department of Radiation Oncology, Medical College of Wisconsin, Milwaukee., Lytle NK; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Seo YD; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Christians KK; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Clarke CN; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Evans DB; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Tsai S; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee., Kothari AN; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.
Source: JAMA surgery [JAMA Surg] 2026 May 01; Vol. 161 (5), pp. 508-516.
Publication Type: Evaluation Study; Journal Article; Validation Study
Journal Info: Publisher: American Medical Association Country of Publication: United States NLM ID: 101589553 Publication Model: Print Cited Medium: Internet ISSN: 2168-6262 (Electronic) Linking ISSN: 21686254 NLM ISO Abbreviation: JAMA Surg Subsets: MEDLINE
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  Data: AI-Derived Electronic Tumor Marker For Cancer Antigen 19-9 Nonproducers With Pancreatic Ductal Adenocarcinoma.
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  Data: <searchLink fieldCode="AU" term="%22Thalji+SZ%22">Thalji SZ</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Aldakkak+M%22">Aldakkak M</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Ramamurthi+A%22">Ramamurthi A</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Jaraczewski+TJ%22">Jaraczewski TJ</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Belbahri+M%22">Belbahri M</searchLink>; Layer 6 AI, Montreal, Quebec, Canada.<br /><searchLink fieldCode="AU" term="%22SenthilKumar+G%22">SenthilKumar G</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Shaik+T%22">Shaik T</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Merrill+JR%22">Merrill JR</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Banerjee+A%22">Banerjee A</searchLink>; Division of Biostatistics, Data Science Institute, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Taylor+BW%22">Taylor BW</searchLink>; Clinical and Translational Science Institute of Southeast Wisconsin, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Kamgar+M%22">Kamgar M</searchLink>; Department of Medicine, Division of Medical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22George+B%22">George B</searchLink>; Department of Medicine, Division of Medical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Erickson+B%22">Erickson B</searchLink>; Department of Radiation Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Hall+WA%22">Hall WA</searchLink>; Department of Radiation Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Lytle+NK%22">Lytle NK</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Seo+YD%22">Seo YD</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Christians+KK%22">Christians KK</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Clarke+CN%22">Clarke CN</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Evans+DB%22">Evans DB</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Tsai+S%22">Tsai S</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.<br /><searchLink fieldCode="AU" term="%22Kothari+AN%22">Kothari AN</searchLink>; Department of Surgery, Division of Surgical Oncology, Medical College of Wisconsin, Milwaukee.
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