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Challenges and opportunities for validation of AI-based new approach methods.
ALTEX
January 2025
National Institutes of Health, National Institute for Environmental Health Sciences, DTT/NICEATM, Durham, NC, USA.
The integration of artificial intelligence (AI) into new approach methods (NAMs) for toxicology rep-resents a paradigm shift in chemical safety assessment. Harnessing AI appropriately has enormous potential to streamline validation efforts. This review explores the challenges, opportunities, and future directions for validating AI-based NAMs, highlighting their transformative potential while acknowledging the complexities involved in their implementation and acceptance.
View Article and Find Full Text PDFDesign Rational for Total Ankle Arthroplasty: An Update.
J Am Acad Orthop Surg
November 2024
From the Medical University of South Carolina, Charleston, SC (Gross and Scott), the University of California Irvine, Orange, CA (Hsu), and the Palomar Health Medical Group, San Diego, CA (Palanca).
The design of total ankle arthroplasty (TAA) systems is rapidly evolving as device companies try to keep pace with the expansion of surgical indications and a refinement of techniques for TAA. Even since the publication of the latest "update," published in 2018, three new designs and three updates on preexisting third-generation implants came onto the market. Improvements in third-generation TAA systems include minimal bone resection, retaining ligamentous support, and anatomic balancing.
View Article and Find Full Text PDFParenting a seriously ill child is complex and emotionally intense. To further develop Hinds and colleagues' Good Parent themes: "Keeping a Positive Outlook" and "Keeping a Realistic Outlook," we reviewed grounded theories published in English language journals from January 2006 to April 2021 identifying 18 studies with relevant results. Parents' efforts to keep a positive outlook included cognitive (e.
View Article and Find Full Text PDFDeep Learning and Multidisciplinary Imaging in Pediatric Surgical Oncology: A Scoping Review.
Cancer Med
January 2025
Department of Pediatric Surgery, Charité-Universitätsmedizin Berlin, Berlin, Germany.
Background: Medical images play an important role in diagnosis and treatment of pediatric solid tumors. The field of radiology, pathology, and other image-based diagnostics are getting increasingly important and advanced. This indicates a need for advanced image processing technology such as Deep Learning (DL).
View Article and Find Full Text PDFBackground: The Sarasota Memorial Health Care System (SMHCS) Acute Care Rehabilitation Team began implementing the Keep Your Move in the Tube (KYMITT) protocol in February 2023 to improve patient mobility and offer an alternative to traditional sternal precautions. The goal of KYMITT is for patients to remain within a safe zone (referred to as "the tube") rather than complying with time and weight restrictions, which are the cornerstone of traditional sternal precautions. In previous studies, KYMITT was associated with greater independence after surgery without placing patients at an increased risk of experiencing a surgical site infection.
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