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Good research data management is essential in modern-day lab work. Various solutions exist that are either highly specific or need a significant effort to be customized appropriately. This paper presents an integrated solution for…

Computers and Society · Computer Science 2022-05-03 Simon Schubotz , Moritz Schubotz , Günter K Auernhammer

In experimental physics, lab notebooks play an essential role in the research process. For all of the ubiquity of lab notebooks, little formal attention has been paid to addressing what is considered `best practice' for scientific…

Physics Education · Physics 2016-12-21 Jacob T. Stanley , H. J. Lewandowski

Conducting experiments and documenting results is daily business of scientists. Good and traceable documentation enables other scientists to confirm procedures and results for increased credibility. Documentation and scientific conduct are…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-12-15 Miriam Ney , Guy K. Kloss , Andreas Schreiber

Electronic Health Records are electronic data generated during or as a byproduct of routine patient care. Structured, semi-structured and unstructured EHR offer researchers unprecedented phenotypic breadth and depth and have the potential…

Artificial Intelligence · Computer Science 2017-07-26 Vaclav Papez , Spiros Denaxas , Harry Hemingway

The massive trend of integrating data-driven AI capabilities into traditional software systems is rising new intriguing challenges. One of such challenges is achieving a smooth transition from the explorative phase of Machine Learning…

Software Engineering · Computer Science 2022-05-25 Luigi Quaranta

Data consistency between unstructured clinical notes and structured tables in Electronic Health Records (EHRs) is essential for patient safety and clinical decision-making. However, existing work on note-table consistency verification…

Interactive notebooks, such as Jupyter, have revolutionized the field of data science by providing an integrated environment for data, code, and documentation. However, their adoption by robotics researchers and model developers has been…

Computational Engineering, Finance, and Science · Computer Science 2024-05-15 Rolando Garcia

As educators push for students to learn science by doing science, there is a need for computational scaffolding to assist students' evaluation of scientific evidence and argument building. In this paper, we present a pilot study of SciNote,…

Computers and Society · Computer Science 2021-05-14 Janet Rafner , Arthur Hjorth , Carrie Weidner , Shaeema Zaman Ahmed , Christian Poulsen , Clemens Klokmose , Jacob Sherson

Jupyter Notebook is the tool of choice of many data scientists in the early stages of ML workflows. The notebook format, however, has been criticized for inducing bad programming practices; indeed, researchers have already shown that…

Software Engineering · Computer Science 2022-05-25 Luigi Quaranta , Fabio Calefato , Filippo Lanubile

Reproducibility of computational studies is a hallmark of scientific methodology. It enables researchers to build with confidence on the methods and findings of others, reuse and extend computational pipelines, and thereby drive scientific…

Background. Jupyter notebooks are one of the main tools used by data scientists. Notebooks include features (configuration scripts, markdown, images, etc.) that make them challenging to analyze compared to traditional software. As a result,…

Software Engineering · Computer Science 2025-07-28 Wenyuan Jiang , Diany Pressato , Harsh Darji , Thibaud Lutellier

Electronic Health Records (EHRs) are integral for storing comprehensive patient medical records, combining structured data (e.g., medications) with detailed clinical notes (e.g., physician notes). These elements are essential for…

Computation and Language · Computer Science 2024-12-31 Yeonsu Kwon , Jiho Kim , Gyubok Lee , Seongsu Bae , Daeun Kyung , Wonchul Cha , Tom Pollard , Alistair Johnson , Edward Choi

Lab tests are fundamental for diagnosing diseases and monitoring patient conditions. However, frequent testing can be burdensome for patients, and test results may not always be immediately available. To address these challenges, we propose…

Machine Learning · Computer Science 2025-07-08 Sujeong Im , Jungwoo Oh , Edward Choi

The use of lab notebooks for scientific documentation is a ubiquitous part of physics research. However, it is common for undergraduate physics laboratory courses not to emphasize the development of documentation skills, despite the fact…

Physics Education · Physics 2017-05-12 Jacob T. Stanley , H. J. Lewandowski

Context: Jupyter Notebook has emerged as a versatile tool that transforms how researchers, developers, and data scientists conduct and communicate their work. As the adoption of Jupyter notebooks continues to rise, so does the interest from…

Software Engineering · Computer Science 2026-01-06 Md Saeed Siddik , Hao Li , Cor-Paul Bezemer

Connected Medical Devices (CMDs) have a large impact on patients as they allow them to lead a more normal life. Any malfunction could not only remove the health benefits the CMDs provide, they could also cause further harm to the patient.…

Cryptography and Security · Computer Science 2024-07-02 Christopher Scherb , Adrian Hadayah , Luc Bryan Heitz

Computational notebooks (e.g., Jupyter, Google Colab) are widely used for interactive data science and machine learning. In those frameworks, users can start a session, then execute cells (i.e., a set of statements) to create variables,…

Databases · Computer Science 2025-03-12 Zhaoheng Li , Pranav Gor , Rahul Prabhu , Hui Yu , Yuzhou Mao , Yongjoo Park

This paper proposes the use of notebooks for the design documentation and tool interaction in the rigorous design of embedded systems. Conventionally, a notebook is a sequence of cells alternating between (textual) code and prose to form a…

Software Engineering · Computer Science 2018-11-28 Spencer Park , Emil Sekerinski

Life sciences research depends heavily on open-source academic software, yet many tools remain underused due to practical barriers. These include installation requirements that hinder adoption and limited developer resources for software…

Jupyter Notebooks are an enormously popular tool for creating and narrating computational research projects. They also have enormous potential for creating reproducible scientific research artifacts. Capturing the complete state of a…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-18 Dimuthu Wannipurage , Suresh Marru , Marlon Pierce
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