This dataset contains the quadrat-level vegetation records analyzed in Yu, Choi, and Kim, "Indicator-specific correspondence between school-based citizen science data and scientist-generated data in riparian vegetation surveys." In September 2025, sixty high school students in a school-based citizen science program (StreamWatch) and three scientists independently surveyed separate 1 × 1 m quadrats along three urban streams in Gyeonggi-do, Republic of Korea (Gimpo, Pocheon, and Seongnam). The file includes all 90 scientist quadrats (622 records) and the 70 student quadrats (342 records) that had corresponding iNaturalist uploads and underwent taxonomic review by the research team. Each record gives the final identification (family, genus, species), percentage cover, and whether the taxon is one of the nine predefined target invasive plants. Quadrat-level indicators (total cover, invasive-plant cover, relative cover of invasive plants, recorded taxon richness, Shannon diversity, and Simpson diversity) are provided for all 160 quadrats. Scientist and student quadrats are different quadrats and are not paired. The dataset contains no personal, school, or account identifiers.
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
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.· Neural Information Processin...· 302 citations· ⚡60