This project is a scoping review mapping how hope has been studied in adults with spinal cord injury (SCI), and in particular whether it has been examined as a predictor, mediator, moderator, or outcome in recovery. SCI outcomes research focuses mainly on neurologic and functional recovery, while psychosocial factors that may shape adjustment, participation, treatment adherence, and quality of life receive less attention. Hope has well-developed theoretical models and validated measures, but research on hope in SCI is scattered across rehabilitation psychology, nursing, and disability literatures, and no review has mapped its role in recovery. Following JBI scoping review methodology and PRISMA-ScR reporting, we will search MEDLINE, Scopus, APA PsycInfo, and CINAHL, supplemented by citation searching. Two reviewers will independently screen records and chart data from English-language primary studies of any design, including dissertations, in which hope is measured, modeled, or analyzed as a qualitative theme. We expect to describe the designs, populations, instruments, and theoretical frameworks used to study hope in SCI; to map the roles hope has been assigned and the outcomes linked to it; and to summarize hope-focused interventions. We anticipate a small literature dominated by cross-sectional and qualitative studies, with few longitudinal, mediation, or interventional studies. The review will identify these gaps and propose priorities for future research, including testing hope as a mechanism linking psychosocial factors to rehabilitation outcomes.
Supporting data, adapters, predictions and code for the article *Low-Cost LoRA Fine-Tuning of Small Language Models for Multi-Step Arithmetic Reasoning* by Jake O'Grady, Asena Isik Gürhan, Chee Fong Ting and Effirul Ramlan (University of Galway). We generated 20,000 GSM8K-derived arithmetic problems with step-by-step s...
O'Grady, Jake, Gürhan, Asena Isik, Chee, Fong Ting et al.· Zenodo (CERN European Organi...· 465 citations
The results are packaged in the Greenfield Startup Model (GSM), which explains the priority of startups to release the product as quickly as possible, and the need to shorten time-to-market, by speeding up the development through low-precision engineering activities.
Carmine Giardino, Nicolò Paternoster, M. Unterkalmsteiner et al.· IEEE Transactions on Softwar...· 178 citations· ⚡14
Software startup companies develop innovative, software-intensive products within limited timeframes and with few resources, searching for sustainable and scalable business models.
M. Unterkalmsteiner, P. Abrahamsson, Xiaofeng Wang et al.· e-Informatica Software Engin...· 157 citations· ⚡17
This study conducts a case survey study based on the secondary data of the major pivots happened in 49 software startups, and demonstrates that customer need pivot is the most common among all pivot types.
Sohaib Shahid Bajwa, Xiaofeng Wang, Anh Nguyen-Duc et al.· Empirical Software Engineeri...· 127 citations· ⚡15
The comparison of adopter and non-adopter sample reveals three potential adoption inhibitor, security, data privacy, and portability, which underlines the importance of the technical and security perspectives for research investigating the adoption of technology.
Nattakarn Phaphoom, Xiaofeng Wang, S. Samuel et al.· Journal of Systems and Softw...· 111 citations· ⚡8
This study investigates how Lean internal startup facilitates software product innovation in large companies and identifies its enablers and inhibitors, and shows the potential of the method-in-action framework to investigate the Lean startup approach in non-startup context.
Henry Edison, Nina M. Smørsgård, Xiaofeng Wang et al.· Journal of Systems and Softw...· 78 citations· ⚡6