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EEG-derived brainwave patterns for depression diagnosis via hybrid machine learning and deep learning frameworks.
Appl Neuropsychol Adult
January 2025
Faculty Xavier Institute of Engineering, Mahim, India.
In the fields of engineering, science, technology, and medicine, artificial intelligence (AI) has made significant advancements. In particular, the application of AI techniques in medicine, such as machine learning (ML) and deep learning (DL), is rapidly growing and offers great potential for aiding physicians in the early diagnosis of illnesses. Depression, one of the most prevalent and debilitating mental illnesses, is projected to become the leading cause of disability worldwide by 2040.
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- Lumbar fusion and lumbar disk replacement (LDR) are common surgical options for chronic low back pain, but this study focused on comparing their postoperative management costs over two years.
- A total of 1,660 patients were studied, revealing that the average cost for postoperative care was approximately $2,832 per patient, with similar costs for both procedures.
- The main cost driver was physical therapy, highlighting that while LDR may have a shorter recovery, it does not significantly reduce long-term healthcare expenses compared to lumbar fusion.
Background Aims: SBP leads to high rates acute kidney injury (AKI) -hepatorenal syndrome and mortality. Population-based studies on contemporary SBP epidemiology are needed to inform care. In a large, national cohort of patients diagnosed with SBP and confirmed by ascitic fluid criteria, we characterized ascitic fluid characteristics, in-hospital and 12-month mortality, AKI, and recurrent SBP.
View Article and Find Full Text PDFEstimating the economic consequences of leveraging the novel cobas® HIV-1/HIV-2 Qualitative NAT Test in routine HIV testing.
Clin Infect Dis
January 2025
IQVIA Inc., Falls Church, VA.
Article Synopsis
- The study compared the costs of the current CDC 3-step HIV testing algorithm with a new single-test alternative (cobas) for efficiency in diagnosing HIV.
- A decision-tree model estimated costs and testing needs for 1 million people, revealing significant reductions in total tests and retests required when using the alternative method.
- Findings indicate that the new algorithm could simplify HIV testing processes, cut overall testing numbers, and keep healthcare costs stable, thereby improving patient outcomes.
Depression, mental health culture, and graduate students: A low-cost, poster-based intervention using attribution messages.
J Am Coll Health
January 2025
Division of Behavioral and Organizational Sciences, Claremont Graduate University, Claremont, California, USA.
: This research effort developed, implemented, and evaluated an inexpensive poster campaign designed to influence on-campus mental health culture and stigma. : 124 students at a Californian graduate-only university participated in the evaluation. : A single-group, pretest-posttest, quasi-experimental design tested the effect of exposing graduate students to posters carrying attribution-based messages.
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