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Although information from real-world data can be used to identify factors that aid treatment choice, there are no guidelines for the use of such data. The aim of this Review is to summarise and evaluate definitions of treatment outcomes for antidepressants, antipsychotics, and mood stabilisers when using real-world data, and to suggest standards for the field. Given that no standards for the use of these data in estimating treatment outcomes exist, variability is high for treatment outcome definitions. We make recommendations for different scenarios of available data and highlight the importance of using other sources of information to validate proxy measures such as continued treatment, switching between medications, or polypharmacy of psychotropic medications. Well defined and validated treatment outcome measures that incorporate real-world data could facilitate the development of precision psychiatry approaches and support regulatory decision making regarding psychopharmacological agents.
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http://dx.doi.org/10.1016/S2215-0366(25)00061-6 | DOI Listing |
Purpose: In Armenia, a lower-middle-income country, cancer causes 21% of all deaths, with over half of cases diagnosed at advanced stages. Without universal health insurance, patients rely on out-of-pocket payments or black-market channels for costly immunotherapies, underscoring the need for real-world data to inform equitable policy reforms.
Methods: We conducted a multicenter, retrospective cohort study of patients who received at least one dose of an immune checkpoint inhibitor (ICI) between January 2017 and December 2023 across six Armenian oncology centers.
Clin Transplant
September 2025
Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK.
Background: Liver transplantation is the definitive treatment for end-stage liver disease and some cancers. The use of livers from donors following pre-donation cardiac arrest (PDCA), especially with prolonged downtime duration, has been limited outside of the US due to fears over inferior outcomes from ischemic injury. However, PDCA may induce ischemic preconditioning, paradoxically improving post-transplant outcomes.
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September 2025
Department of Maths and Computer Science, Faculty of Science, University of Kinshasa, Kinshasa, The Democratic Republic of the Congo.
Reliable and timely fault diagnosis is critical for the safe and efficient operation of industrial systems. However, conventional diagnostic methods often struggle to handle uncertainties, vague data, and interdependent multi-criteria parameters, which can lead to incomplete or inaccurate results. Existing techniques are limited in their ability to manage hierarchical decision structures and overlapping information under real-world conditions.
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September 2025
Department of Mathematics, Faculty of Science and Information Technology, Jadara University, Irbid, Jordan.
This study introduces the Wrapped Epanechnikov Exponential Distribution (WEED), a novel circular distribution derived from the Epanechnikov exponential distribution. The probability density function and cumulative distribution function are presented, together with a comprehensive analysis of its properties and parameters, including the characteristic function and trigonometric moments. Parameters are estimated using maximum likelihood estimation (MLE).
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September 2025
Faculdade de Psicologia, Universidade de Lisboa, Lisboa, Portugal.
Background: Self-leadership has been associated with several positive organizational outcomes (e.g., performance and innovation).
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