This is a preregistered secondary analysis of public adult sepsis transcriptomic cohorts. We will evaluate a fixed, equally weighted five-gene host-response score whose gene directions were derived from infection-versus-reference comparisons without using mortality outcomes. The score is anchored to primary-source-verified gutMGene metabolite–host-gene edges but is not a direct metabolite measurement, microbiome-origin marker, causal score, treatment score, or clinical decision model. Registration A (OSF V9TFZ) had a null primary candidate lock (0/8 metabolites). Registration B (OSF 7YZEC) did not meet its primary KYNA intersection-union criterion (BH q=0.0717336). These null results will be disclosed and will not be reinterpreted as positive evidence for the present score. Gate 0 accessed public outcome labels only to verify sample/event counts, timing, covariate availability, and duplicate patients. No candidate score–outcome effect, odds ratio, P value, AUC, or cutpoint has been computed in the new cohorts before this registration.
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 perception of the impact of agile methods is predominantly positive, and several challenge areas were discovered, but based on this study, agile methods are here to stay.
M. Laanti, O. Salo, P. Abrahamsson· Information and Software Tec...· 260 citations· ⚡20
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.
MIT News · Artificial Intelligence· news.mit.eduSep 9, 2026
A weeklong summer workshop brought higher education faculty to campus to explore how AI and machine learning materials can be adapted for their classrooms.
MIT News · Artificial Intelligence· news.mit.eduSep 2, 2026
What if pathology foundation models could do more with less? GigaPath-Flash and GigaTIME-Flash cut computational demands while maintaining strong performance, opening the door to larger studies and broader exploration. The post GigaPath-Flash and GigaTIME-Flash: Toward population-scale discovery with efficient pathology foundation models appeared first on Microsoft Research.
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