Sep 2026· Journal of Korean Neurosurgical Society· 0 citations
Medicine
Abstract
Objective
The contemporary definition of hydrocephalus is a disorder of cerebrospinal fluid (CSF) physiology producing active ventricular distension and neurological dysfunction, which is distinct from radiological ventriculomegaly alone. Once post-hemorrhagic ventriculomegaly (PHV) is established, the clinically decisive question is whether the patient will progress to shunt-dependent post-hemorrhagic hydrocephalus (PHH) requiring permanent CSF diversion. We sought to identify independent predictors of ventriculoperitoneal shunt (VPS) placement among adults in whom PHV was already established, and to derive a simple bedside risk score for this specific decision point.
Methods
We retrospectively studied 243 adults with radiologically established PHV (Evans index [EI] ≥0.30) after spontaneous or traumatic intracranial hemorrhage at a single tertiary center between December 2009 and May 2023 (176 shunted, 67 not shunted). The outcome was permanent VPS placement, used as the operational marker of shunt-dependent PHH. Predictors were examined by univariable and multivariable logistic regression. Cutoffs for continuous predictors were derived by receiver operating characteristic (ROC) analysis. The model was internally validated by bootstrap resampling and 10-fold cross-validation, and a simple additive score was constructed from the retained predictors (TRIPOD type 2a).
Results
On multivariable analysis, predisposing subarachnoid hemorrhage (SAH), a history of hypertension, peak C-reactive protein (CRP) ≥24.4 mg/dL, and EI ≥0.315 were independently associated with VPS placement (all p <0.001; Nagelkerke R² = 0.408). A four-point score combining these variables separated shunt risk from 0% (score 0) to 100% (score 4), with an area under the curve (AUC) of 0.822 and good calibration (Hosmer-Lemeshow p = 0.906); The apparent and optimism-corrected AUCs of the full model were 0.832 and 0.828. The VPS rate did not change significantly across treatment eras (2009- 2015, 63.0%; 2016-2019, 78.8%; 2020-2023, 75.0%; trend p = 0.086). 3.
Conclusion
In adults with established PHV, SAH, hypertension, elevated CRP, and greater ventricular size were independently associated with progression to shunt-dependent PHH. CRP is a nonspecific systemic inflammatory marker and should be interpreted as an associated, not causal, factor. The four-point score is an exploratory, hypothesis-generating tool derived and internally validated in a single-center retrospective cohort; external validation is required before any clinical application.
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
This paper highlights the challenges to conduct proper affect-related studies with psychology, provides a comprehensive literature review in affect theory, and proposes guidelines for conducting psychoempirical software engineering.
D. Graziotin, Xiaofeng Wang, P. Abrahamsson· SSE@SIGSOFT FSE· 56 citations· ⚡4
This study conducts a multiple case study on twenty European software startups and proposes a prototype-centric learning model in early stage software startups, and identifies factors that occur as barriers but also facilitators for prototyping in earlystage software startups.
Anh Nguyen-Duc, Xiaofeng Wang, P. Abrahamsson· International Conference on...· 44 citations· ⚡5
It is demonstrated that linker-free PROTACs can outperform traditional designs, marking a paradigm shift in PROTAC development for targeted protein degradation.
Pinal, a 16-billion-parameter foundation model that produces protein candidates from natural-language functional descriptions, supports natural language as a high-level interface for candidate generation in protein design, enabling programmable exploration with reduced reliance on manually specified structural or sequence constraints.
A new machine-learning framework aims to improve the success rate of computational protein design while moving away from results that reproduce sequences found in nature.