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OBJECTIVE: To design and evaluate new pharmacogenomic (PGx) clinical decision support (CDS) alerts, built to adhere to PGx CDS design principles developed through socio-technical approaches. MATERIALS AND METHODS: Based on previously…

人机交互 · 计算机科学 2025-05-06 Timothy M. Herr , Therese A. Nelson , Luke V. Rasmussen , Yinan Zheng , Nicola Lancki , Justin B. Starren

With recent achievements in tasks requiring context awareness, foundation models have been adopted to treat large-scale data from electronic health record (EHR) systems. However, previous clinical recommender systems based on foundation…

人工智能 · 计算机科学 2023-02-02 Seunghyun Lee , Da Young Lee , Sujeong Im , Nan Hee Kim , Sung-Min Park

Every day, poison control centers (PCC) are called for immediate classification and treatment recommendations if an acute intoxication is suspected. Due to the time-sensitive nature of these cases, doctors are required to propose a correct…

Clinical practice guidelines (CPGs) encode evidence-based decision logic that clinicians apply by evaluating patient variables, conditional criteria, and recommendation rules. However, existing methods often use CPGs as free-text training…

人工智能 · 计算机科学 2026-05-27 Yuhao Shen , Lang Cao , Simo Du , Yuqing Wang , Juexiao Zhou , Hao Peng , Yue Guo

Using personal generated health data (PGHD) during medical consultations can be beneficial for both patients and clinicians. However, multiple acceptance barriers such as lack of PGHD reliability prevents a routine usage of this data. A…

计算机与社会 · 计算机科学 2020-04-27 Alain Giordanengo

Objective: The main objective of this study was to assess the diagnostic performances of an alert system integrated into the CPOE/EMR system for renally cleared drug dosing control. The generated alerts were compared with the daily routine…

Clinical decision support systems are software tools that help clinicians to make medical decisions. However, their acceptance by clinicians is usually rather low. A known problem is that they often require clinicians to manually enter lots…

人工智能 · 计算机科学 2023-09-20 Jean-Baptiste Lamy , Abdelmalek Mouazer , Karima Sedki , Sophie Dubois , Hector Falcoff

In the medical domain, several disease treatment procedures have been documented properly as a set of instructions known as Clinical Practice Guidelines (CPGs). CPGs have been developed over the years on the basis of past treatments, and…

信息检索 · 计算机科学 2023-08-08 Vasudhan Varma Kandula , Pushpak Bhattacharyya

This study reports the findings of qualitative interview sessions conducted with ICU clinicians for the co-design of a system user interface of an artificial intelligence (AI)-driven clinical decision support (CDS) system. This system…

This thesis addresses the question of how usable openEHR-aware clinical decision support can be designed and developed in order to improve the quality of health care. To answer this research question, several sub-questions were identified…

人机交互 · 计算机科学 2016-06-02 Pariya Hajar Kashfi

Evidence suggests that medication adherence applications (apps) are one of the most effective methods to remind patients to take medication on time. Reminders via apps are overwhelming today, consumers discard using them after a brief…

人机交互 · 计算机科学 2023-10-24 Nawal Chanane , Farhaan Mirza , M. Asif Naeem

In oncology phase I trials, model-assisted designs have been increasingly adopted because they enable adaptive yet operationally simple dose adjustment based on accumulating safety data, leading to a paradigm shift in dose-escalation…

统计方法学 · 统计学 2026-02-23 Kana Yamada , Hisato Sunami , Kentaro Takeda , Keisuke Hanada , Masahiro Kojima

In the genomic era, the identification of gene signatures associated with disease is of significant interest. Such signatures are often used to predict clinical outcomes in new patients and aid clinical decision-making. However, recent…

统计方法学 · 统计学 2019-03-27 Naim U. Rashid , Quefeng Li , Jen Jen Yeh , Joseph G. Ibrahim

Using Privacy-Enhancing Technologies (PETs) for machine learning often influences the characteristics of a machine learning approach, e.g., the needed computational power, timing of the answers or how the data can be utilized. When…

人工智能 · 计算机科学 2024-11-12 Sascha Löbner , Sebastian Pape , Vanessa Bracamonte , Kittiphop Phalakarn

Recommending safe and effective medication combinations from electronic health records (EHRs) is a core clinical AI problem, yet it remains difficult because patient trajectories are long, noisy, and clinically heterogeneous. Existing…

机器学习 · 计算机科学 2026-05-21 Krati Saxena , Tomohiro Shibata

The call for patient-focused drug development is loud and clear, as expressed in the 21st Century Cures Act and in recent guidelines and initiatives of regulatory agencies. Among the factors contributing to modernized drug development and…

Computer-aided diagnosis (CADx) algorithms in medicine provide patient-specific decision support for physicians. These algorithms are usually applied after full acquisition of high-dimensional multimodal examination data, and often assume…

机器学习 · 计算机科学 2020-10-15 Gerome Vivar , Kamilia Mullakaeva , Andreas Zwergal , Nassir Navab , Seyed-Ahmad Ahmadi

Prototype-based neural networks offer interpretable predictions by comparing inputs to learned, representative signal patterns anchored in training data. While such models have shown promise in the classification of physiological data, it…

机器学习 · 计算机科学 2026-05-28 Sahil Sethi , David Chen , Michael C. Burkhart , Nipun Bhandari , Bashar Ramadan , Brett Beaulieu-Jones

Objective: Clinical notes contain information not present elsewhere, including drug response and symptoms, all of which are highly important when predicting key outcomes in acute care patients. We propose the automatic annotation of…

计算与语言 · 计算机科学 2021-11-25 Jingqing Zhang , Luis Bolanos , Ashwani Tanwar , Julia Ive , Vibhor Gupta , Yike Guo

Sickle Cell Disease (SCD) is a chronic genetic disorder characterized by recurrent acute painful episodes. Opioids are often used to manage these painful episodes; the extent of their use in managing pain in this disorder is an issue of…

人工智能 · 计算机科学 2023-10-11 Swati Padhee , Tanvi Banerjee , Daniel M. Abrams , Nirmish Shah
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