Sep 2026· Zenodo (CERN European Organization for Nuclear Research)
Abstract
Archived reproducibility bundle for CellFate-Rx Generation 1: a preregistered reanalysis of the six-condition clonal-tracing dataset GEO GSE279162 (generated and deposited by Schaff et al., doi:10.1016/j.xgen.2026.101191). No new data were generated. Tests whether pretreatment transcriptional state carries condition-specific information about future clonal detection, beyond condition identity and captured pretreatment clone abundance, under clone-held-out evaluation, with the ranking test frozen by digest before any ranking statistic was computed. The archive contains the frozen model artifact, the derived clone pseudobulk cache needed to re-run the permutation null, all out-of-fold predictions, the 1,000 per-draw permutation values and 2,000 bootstrap replicates, every stage protocol and record including failed and negative results, the environment lock, and three verification tools that refuse on any modified artifact. A SHA256SUMS manifest accompanies the bundle. Licensing. Software and the frozen model are source-available under the PolyForm Noncommercial License 1.0.0: free for academic, educational, nonprofit and other noncommercial use with no permission request. Any commercial use, including developing or evaluating a commercial product or service before it has earned any revenue, requires a separate license (see COMMERCIAL-LICENSING.md); where that notice and the licence differ, the licence governs. Manuscript text and figures are CC BY 4.0. Third-party datasets retain their original terms.
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.· arXiv.org· 727 citations· ⚡54
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.· Empirical Software Engineeri...· 401 citations· ⚡48
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.· Information and Software Tec...· 394 citations· ⚡54
The results show that the embedded industry has been able to apply agile methods in its development processes and that the appreciation of the agile methods and their individual practices appears to increase once adopted and applied in practice.
O. Salo, P. Abrahamsson· IET Software· 238 citations· ⚡9
Consequences of happiness and unhappiness that are beneficial and detrimental for developers' mental well-being, the software development process, and the produced artifacts are found.
D. Graziotin, Fabian Fagerholm, Xiaofeng Wang et al.· Journal of Systems and Softw...· 236 citations· ⚡13
The Mobile-D approach is briefly outlined here and the experiences gained from four case studies are discussed, which helped develop an agile development approach for mobile application development.
P. Abrahamsson, Antti Hanhineva, H. Hulkko et al.· Conference on Object-Oriente...· 225 citations· ⚡18
Requirements in large systems rarely exist in isolation. Their meaning depends on the wider project context - other requirements, policies, decisions, tests, and implementation details. That becomes especially important when AI is used for review, because spotting a possible conflict or gap is only the beginning. ReqSpace explores how AI, visualisation, and connected project context can help reviewers understand those findings, trace the relationships behind them, and focus on the questions that…
AI is making software generation faster, but speed does not remove the need for expertise. As more work is delegated to AI, tacit knowledge may become one of the most important human advantages in software engineering. The post Beyond Prompt Engineering: The Role of Tacit Knowledge in Software Engineering appeared first on GPT-Lab.