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Governance has been highlighted as a key factor in the success of an Open Source Software (OSS) project. It is generally seen that in a mixed meritocracy and autocracy governance model, the decision-making (DM) responsibility regarding what…

Software Engineering · Computer Science 2021-06-07 Pankajeshwara Nand Sharma , Bastin Tony Roy Savarimuthu , Nigel Stanger

In oncology, phase II or multiple expansion cohort trials are crucial for clinical development plans. This is because they aid in identifying potent agents with sufficient activity to continue development and confirm the proof of concept.…

Methodology · Statistics 2024-05-24 Takuya Yoshimoto , Satoru Shinoda , Kouji Yamamoto , Kouji Tahata

In the context of the urgent need to establish sustainable food systems, Community Supported Agriculture (CSA), in which consumers share risks with producers, has gained increasing attention. Understanding the factors that influence…

Theoretical Economics · Economics 2024-05-10 Sota Takagi , Yusuke Numazawa , Kentaro Katsube , Wataru Omukai , Miki Saijo , Takumi Ohashi

Interactive segmentation is a promising strategy for building robust, generalisable algorithms for volumetric medical image segmentation. However, inconsistent and clinically unrealistic evaluation hinders fair comparison and misrepresents…

Computer Vision and Pattern Recognition · Computer Science 2025-10-13 Parhom Esmaeili , Virginia Fernandez , Pedro Borges , Eli Gibson , Sebastien Ourselin , M. Jorge Cardoso

Design optimizations in human-AI collaboration often focus on cognitive aspects like attention and task load. Drawing on work design literature, we propose that effective human-AI collaboration requires broader consideration of human needs…

Human-Computer Interaction · Computer Science 2024-10-11 Cedric Faas , Richard Bergs , Sarah Sterz , Markus Langer , Anna Maria Feit

Large language models (LLMs) have become increasingly popular in medical domains to assist physicians with a variety of clinical and operational tasks. Given the fast-paced and high-stakes environment of emergency departments (EDs), small…

Computation and Language · Computer Science 2025-10-07 Zirui Wang , Jiajun Wu , Braden Teitge , Jessalyn Holodinsky , Steve Drew

It is essential for users to understand what their AI systems can and can't do in order to use them safely. However, the problem of enabling users to assess AI systems with sequential decision-making (SDM) capabilities is relatively…

Artificial Intelligence · Computer Science 2023-10-31 Pulkit Verma , Rushang Karia , Siddharth Srivastava

As AI-based clinical decision support (AI-CDS) is introduced in more and more aspects of healthcare services, HCI research plays an increasingly important role in designing for complementarity between AI and clinicians. However, current…

Human-Computer Interaction · Computer Science 2025-04-11 Venkatesh Sivaraman , Katelyn Morrison , Will Epperson , Adam Perer

A sound performance of health care organizations depends on vigorous financing system, skilled and well paying personnel, trustworthy information, well sustained health services and reliable technologies they used. The management and…

Software Engineering · Computer Science 2017-02-02 Ahmed Mateen , Irum Tariq , Wajiha Azmat

Many epidemiological questions concern potential interventions to alter the pathways presumed to mediate an association. For example, we consider a study that investigates the benefit of interventions in young adulthood for ameliorating the…

Methodology · Statistics 2020-07-14 Margarita Moreno-Betancur , Paul Moran , Denise Becker , George C Patton , John B Carlin

Large Language Models (LLMs) are often proposed as tools to streamline clinical documentation, a task viewed as both high-volume and low-risk. However, even seemingly straightforward applications of LLMs raise complex sociotechnical…

Human-Computer Interaction · Computer Science 2025-09-05 Kristina L. Kupferschmidt , Kieran O'Doherty , Joshua A. Skorburg

Access to accurate and actionable harm reduction information can directly impact the health outcomes of People Who Use Drugs (PWUD), yet existing online channels often fail to meet their diverse and dynamic needs due to limitations in…

Human-Computer Interaction · Computer Science 2025-07-15 Kaixuan Wang , Jason T. Jacques , Chenxin Diao , Carl-Cyril J Dreue

In practice, clinicians achieve a diagnosis by following a sequence of steps, such as laboratory exams, observations, or imaging. The pathways to reach diagnosis decisions are documented by guidelines authored by expert organizations, which…

Computation and Language · Computer Science 2024-09-25 Elisa Castagnari , Lillian Muyama , Adrien Coulet

Clinician scheduling remains a persistent challenge due to limited clinical resources and fluctuating demands. This complexity is especially acute in large academic anesthesiology departments as physicians balance responsibilities across…

Optimization and Control · Mathematics 2025-10-03 Anjali Jha , Wanqing Chen , Maxim Eckmann , Ian Stockwell , Jianwu Wang , Kai Sun

Multimodal deep learning (MDL) has emerged as a transformative approach in computational pathology. By integrating complementary information from multiple data sources, MDL models have demonstrated superior predictive performance across…

Quantitative Methods · Quantitative Biology 2025-11-17 Seth Alain Chang , Muhammad Mueez Amjad , Noorul Wahab , Ethar Alzaid , Nasir Rajpoot , Adam Shephard

Traditionally Guideline(GL)based Decision Support Systems (DSSs) use a centralized infrastructure to generate recommendations to care providers. However, managing patients at home is preferable, reducing costs and empowering patients. We…

Artificial Intelligence · Computer Science 2021-02-24 Erez Shalom , Ayelet Goldstein , Elior Ariel , Moshe Sheinberger , Valerie Jones , Boris Van Schooten , Yuval Shahar

Mobile health (mHealth) technologies empower patients to adopt/maintain healthy behaviors in their daily lives, by providing interventions (e.g. push notifications) tailored to the user's needs. In these settings, without intervention,…

Machine Learning · Computer Science 2022-12-05 Eura Shin , Siddharth Swaroop , Weiwei Pan , Susan Murphy , Finale Doshi-Velez

Objective: This paper introduces a patient simulator for scalable, automated evaluation of healthcare conversational agents, generating realistic, controllable interactions that systematically vary across medical, linguistic, and behavioral…

Background: Policy evaluation studies that assess how state-level policies affect health-related outcomes are foundational to health and social policy research. The relative ability of newer analytic methods to address confounding, a key…

Large language models (LLMs) show promise for clinical use. They are often evaluated using datasets such as MedQA. However, Many medical datasets, such as MedQA, rely on simplified Question-Answering (Q\A) that underrepresents real-world…

Computation and Language · Computer Science 2025-10-24 Yunpeng Xiao , Carl Yang , Mark Mai , Xiao Hu , Kai Shu