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The ability to repeat the experiments from a research study and obtain similar results is a corner stone in experiment-based scientific discovery. This essential feature has been often ignored by the distributed computing and networking…

Networking and Internet Architecture · Computer Science 2014-10-08 Thierry Rakotoarivelo , Guillaume Jourjon , Olivier Mehani , Maximilian Ott , Mike Zink

AI-generated clinical notes are increasingly used in healthcare, but evaluating their quality remains a challenge due to high subjectivity and limited scalability of expert review. Existing automated metrics often fail to align with…

Computation and Language · Computer Science 2025-10-10 Karen Zhou , John Giorgi , Pranav Mani , Peng Xu , Davis Liang , Chenhao Tan

We introduce a use case and propose a system for data and knowledge integration in life sciences. In particular, we focus on linking clinical resources (electronic patient records) with scientific documents and data (research articles,…

Computers and Society · Computer Science 2013-04-25 Vit Novacek , Aisha Naseer

Quantum technology is approaching a level of maturity, recently demonstrated in space-borne experiments and in-field measurements, which would allow for adoption by non-specialist users. Parallel advancements made in microprocessor-based…

Quantum Physics · Physics 2021-09-15 T. J. Barrett , W. Evans , A. Gadge , S. Bhumbra , S. Sleegers , R. Shah , J. Fekete , F. Orucevic , P. Kruger

In this article we describe how we successfully incorporated data analysis in Python in a first-year laboratory course without significantly altering the course structure and without overburdening students. We show how we created and used…

Physics Education · Physics 2023-09-13 Eugenio Tufino , Stefano Oss , Micol Alemani

With leaps in machine learning techniques and their applicationon Earth observation challenges has unlocked unprecedented performance across the domain. While the further development of these methods was previously limited by the…

Machine Learning · Computer Science 2023-10-11 Maja Schneider , Marco Körner

Computational notebooks are intended to prioritize the needs of scientists, but little is known about how scientists interact with notebooks, what requirements drive scientists' software development processes, or what tactics scientists use…

Software Engineering · Computer Science 2025-03-18 Ruanqianqian Huang , Savitha Ravi , Michael He , Boyu Tian , Sorin Lerner , Michael Coblenz

How can we better organize code in computational notebooks? Notebooks have become a popular tool among data scientists, as they seamlessly weave text and code together, supporting users to rapidly iterate and document code experiments.…

Human-Computer Interaction · Computer Science 2022-02-23 Zijie J. Wang , Katie Dai , W. Keith Edwards

The demand of transparency of clinical research results, the need of accelerating the process of transferring innovation in the daily medical practice as well as assuring patient safety and product efficacy make it necessary to extend the…

Software Engineering · Computer Science 2013-01-10 Daniela Luzi , Fabrizio Pecoraro

NACSOS is a web-based platform for curating data used in systematic maps. It contains several (experimental) features that aid the evidence synthesis process from finding and ingesting primary data (mainly scientific publications), basic…

Digital Libraries · Computer Science 2024-05-09 Tim Repke , Max Callaghan

Future warehouses will be made of modular embedded entities with communication ability and energy aware operation attached to the traditional materials handling and warehousing objects. This advancement is mainly to fulfill the flexibility…

The past decade has seen an explosion in the amount of digital information stored in electronic health records (EHR). While primarily designed for archiving patient clinical information and administrative healthcare tasks, many researchers…

Machine Learning · Computer Science 2018-02-27 Benjamin Shickel , Patrick Tighe , Azra Bihorac , Parisa Rashidi

Nowadays, numerous industries have exceptional demand for skills in data science, such as data analysis, data mining, and machine learning. The computational notebook (e.g., Jupyter Notebook) is a well-known data science tool adopted in…

Computational notebooks are notoriously prone to reproducibility failures. By permitting out-of-order cell execution, notebooks accumulate hidden state and implicit dependencies that cause interactive executions to silently diverge from…

Programming Languages · Computer Science 2026-05-05 Stephen N. Freund , Emery D. Berger , Cormac Flanagan , Eunice Jun

Machine Learning (ML) code, particularly within notebooks, often exhibits lower quality compared to traditional software. Bad practices arise at three distinct levels: general Python coding conventions, the organizational structure of the…

Software Engineering · Computer Science 2025-09-16 Marius Mignard , Steven Costiou , Nicolas Anquetil , Anne Etien

As scientific work becomes more computational and data intensive, research processes and results become more difficult to interpret and reproduce. In this poster, we show how the Jupyter notebook, a tool originally designed as a free…

Digital Libraries · Computer Science 2018-04-17 Bernadette M. Boscoe , Irene V. Pasquetto , Milena S. Golshan , Christine L. Borgman

Consent is an ethical cornerstone of clinical research and healthcare in general. Although the ethical principles of consent - providing information, ensuring comprehension, and ensuring voluntariness - are well-defined, the technological…

Cryptography and Security · Computer Science 2026-02-04 Montassar Naghmouchi , Maryline Laurent

Applying methods in natural language processing on electronic health records (EHR) data is a growing field. Existing corpus and annotation focus on modeling textual features and relation prediction. However, there is a paucity of annotated…

Computation and Language · Computer Science 2022-04-08 Yanjun Gao , Dmitriy Dligach , Timothy Miller , Samuel Tesch , Ryan Laffin , Matthew M. Churpek , Majid Afshar

Healthcare is becoming a more and more important research topic recently. With the growing data in the healthcare domain, it offers a great opportunity for deep learning to improve the quality of medical service. However, the complexity of…

Computation and Language · Computer Science 2021-11-01 Bo Yang , Lijun Wu

The quality of scientific code is a critical concern for the research community. Poorly written code can result in irreproducible results, incorrect findings, and slower scientific progress. In this study, we evaluate scientific code…

Software Engineering · Computer Science 2026-03-25 Shun Kashiwa , Ayla Kurdak , Savitha Ravi , Ridhi Srikanth , Angel Thakur , Sonia Chandra , Jonathan Truong , Michael Coblenz
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