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Smart Imitator: Learning from Imperfect Clinical Decisions.
J Am Med Inform Assoc
January 2025
Institute of Data Science, National University of Singapore, 117602, Singapore.
Objectives: This study introduces Smart Imitator (SI), a 2-phase reinforcement learning (RL) solution enhancing personalized treatment policies in healthcare, addressing challenges from imperfect clinician data and complex environments.
Materials And Methods: Smart Imitator's first phase uses adversarial cooperative imitation learning with a novel sample selection schema to categorize clinician policies from optimal to nonoptimal. The second phase creates a parameterized reward function to guide the learning of superior treatment policies through RL.
Use of Hearing Aids Embedded with Inertial Sensors and Artificial Intelligence to Identify Patients at Risk for Falling.
Otol Neurotol
February 2025
Department of Otolaryngology-Head and Neck Surgery.
Objective: To compare fall risk scores of hearing aids embedded with inertial measurement units (IMU-HAs) and powered by artificial intelligence (AI) algorithms with scores by trained observers.
Study Design: Prospective, double-blinded, observational study of fall risk scores between trained observers and those of IMU-HAs.
Setting: Tertiary referral center.
Median Craniofacial Hypoplasia.
J Craniofac Surg
January 2025
Division of Plastic & Reconstructive Surgery, John H. Stroger Hospital of Cook County, Chicago, IL.
Median craniofacial hypoplasia is characterized by tissue deficiency of the midline facial structures and/or brain. Patients can present with a wide variety of facial differences that may or may not require operative intervention. Common reconstructive procedures include cleft lip and/or palate repair, rhinoplasty, and orthognathic surgery, among others.
View Article and Find Full Text PDFDevelopment of endosome-related gene signature for the prediction of prognosis and therapeutic response in breast cancer.
Medicine (Baltimore)
January 2025
Department of Breast, Haining Maternity and Child Health Care Hospital, Haining, Zhejieng, China.
Endosomes play a pivotal role in cellular biology, orchestrating processes such as endocytosis, molecular trafficking, signal transduction, and recycling of cellular materials. This study aims to construct an endosome-related gene (ERG)-derived risk signature for breast cancer prognosis. Transcriptomic and clinical data were retrieved from The Cancer Genome Atlas and the University of California Santa Cruz databases to build and validate the model.
View Article and Find Full Text PDFAutoimmune Encephalitis in Catatonic and Treatment-Resistant Psychotic Patients Referred to Electroconvulsive Therapy: Two Case Reports and Systematic Review.
J ECT
December 2024
From the Department of Clinical and Experimental Medicine, University Hospital of Pisa, Pisa, Italy.
Autoimmune encephalitis (AE) tends to manifest as a mixture of neuropsychiatric and somatic symptoms, either of which may predominate, and often shows a progressive clinical course sometimes leading to life-threatening conditions. Catatonic and psychotic syndromes, regardless of whether associated with dysautonomia, are common manifestations of AE, especially concerning the anti-NMDAR subtype. Several autoantibodies targeting different neuronal epitopes have been linked to specific clinical manifestations and their detection is embedded in some of the diagnostic criteria for AE.
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