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Development of Predictive Model of Surgical Case Durations Using Machine Learning Approach.
J Med Syst
January 2025
Department of Anesthesiology and Pain Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Republic of Korea.
Optimizing operating room (OR) utilization is critical for enhancing hospital management and operational efficiency. Accurate surgical case duration predictions are essential for achieving this optimization. Our study aimed to refine the accuracy of these predictions beyond traditional estimation methods by developing Random Forest models tailored to specific surgical departments.
View Article and Find Full Text PDFPolysomnographic findings and psychiatric symptoms in patients with comorbid insomnia and sleep apnea: a retrospective study focusing on sex differences.
Sleep Breath
January 2025
Department of Psychiatry, Chungnam National University Hospital, 282 Munhwa-ro, Jung-gu, Daejeon, 35015, South Korea.
Purpose: Comorbid insomnia and obstructive sleep apnea (COMISA) present significant clinical challenges, given their overlapping symptoms and detrimental effects on health. Only a few studies have explored sex differences in patients with obstructive sleep apnea (OSA) and COMISA. This retrospective study investigated sex differences in psychiatric symptoms and polysomnographic findings between patients with COMISA and those with OSA alone.
View Article and Find Full Text PDFCharacterization of adrenal glands on computed tomography with a 3D V-Net-based model.
Insights Imaging
January 2025
Department of Radiology, Peking University First Hospital, Beijing, 100034, China.
Objectives: To evaluate the performance of a 3D V-Net-based segmentation model of adrenal lesions in characterizing adrenal glands as normal or abnormal.
Methods: A total of 1086 CT image series with focal adrenal lesions were retrospectively collected, annotated, and used for the training of the adrenal lesion segmentation model. The dice similarity coefficient (DSC) of the test set was used to evaluate the segmentation performance.
Outcomes for infants with BRUE diagnosed with oropharyngeal dysphagia or gastroesophageal reflux disease: a multicenter study from the Pediatric Health Information System Database.
Eur J Pediatr
January 2025
Aerodigestive Center, Division of Gastroenterology, Hepatology and Nutrition, Department of Pediatrics, Boston Children's Hospital, Boston, MA, USA.
We aimed to determine the prevalence of gastroesophageal reflux disease (GERD) and oropharyngeal dysphagia as explanatory diagnoses, risk factors for acid suppression treatment, and risk factors for repeat hospital visit in infants hospitalized after brief resolved unexplained event (BRUE) using a multicenter pediatric database. We performed a multicenter retrospective database study of infants admitted with BRUE in the Pediatric Health Information System between 2016 and 2021. Data included diagnostic testing, explanatory diagnoses, treatment with acid suppression, and related repeat hospital visits within 6 months.
View Article and Find Full Text PDFClinical outcome of BCG treatment for patients with urothelial carcinoma of the prostatic urethra: Implications for early cystectomy.
World J Urol
January 2025
Department of Urology, Saint Marianna University School of Medicine, Kawasaki, Japan.
Purposes: This study aimed to clarify the clinical outcomes of Bacillus Calmette-Guérin (BCG) treatment in patients with urothelial carcinoma (UC) of the prostatic urethra.
Methods: Between August 2003 and January 2023, 428 patients with non-muscle-invasive UC received BCG treatment (Tokyo strain, 80 mg, ≥ 5 times) in our hospital; 39 had UC of the prostatic urethra. We evaluated the cumulative incidence of intravesical recurrence, progression (muscle-invasive bladder cancer [MIBC] or metastasis), and subsequent radical cystectomy after BCG treatment in patients with UC of the prostatic urethra.
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