Skip to content

Where did it go? How Information Management Practices Impact Rigor and Reproducibility in Collaborative Clinical and Translational Research

Oct 2026 · medRxiv
Research Data Management Practices

Abstract

Introduction: Clinical and translational research teams (CTRTs) use a vast array of information (digital artifacts used to generate, share, and retrieve data) in their collaborative work, yet information management is often devalued compared to more visible aspects of data-related work. In this second paper from the Information Management Prototype for Clinical and Translational Research (IMPACT-CTR) study, we present (1) the shared practices CTRT members implemented to manage, store, retrieve and share their information, and (2) the impact of these practices on the teams and their work. Methods: We conducted individual semi-structured interviews with 52 team members across 11 CTRTs. Results: We identified information practices that spanned research activities such as team meetings, data collection, dissemination, and overall project management. Effective management of information fostered workflow efficiency, increased shared awareness, and built confidence in the research CTRTs produced. However, inconsistent management of information slowed the workflow, created frustration, and reduced trust in the completeness of research outputs. Discussion: These results demonstrate that information practices are deeply interdependent, preserve institutional knowledge, and ultimately bolster the efficient and effective progression of scientific work. CTRTs who took time to reflect on, implement, and evaluate several lightweight practices through the research lifecycle enhanced the rigor and reproducibility of their science.

View source

Similar papers

#computer vision Review Sep 2017

Agile Software Development Methods: Review and Analysis

This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.

P. Abrahamsson, O. Salo, Jussi Ronkainen et al. · 727 citations · ⚡54
#computer vision Jun 2008

The impact of agile practices on communication in software development

The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.

M. Pikkarainen, Jukka Haikara, O. Salo et al. · 401 citations · ⚡48
#machine learning Review Open access Oct 2014

Software development in startup companies: A systematic mapping study

The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.

Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al. · 394 citations · ⚡54

Trajectory Balance: Improved Credit Assignment in GFlowNets

It is proved that any global minimizer of the trajectory balance objective can define a policy that samples exactly from the target distribution, and empirically demonstrate the benefits of the trajectories balance objective for GFlowNet convergence, diversity of generated samples, and robustness to long action sequenc...

Esmeralda S. Whitammer, Moksh Jain, Emmanuel Bengio et al. · 302 citations · ⚡60

Related blog posts

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.