Background: Before unilateral total knee arthroplasty (TKA), the contralateral radiograph is reduced to a Kellgren–Lawrence grade. We asked what the image adds, what the model reads, and how many views are needed. Methods: A multi-view DenseNet121 survival network predicted 5-year contralateral arthroplasty from routin...
Samer G. Salman, Rohan A. Phadke, Zane G. Salman et al.· Journal of Imaging· 0 citations
Natural language to SQL (NL-to-SQL) benchmarks are foundational to progress in data analysis research, yet recent work has shown that widely-used benchmarks contain significant annotation errors. These errors silently corrupt evaluation metrics, penalize correct model output, and distort the field's understanding of st...
Data is a critical component of modern decision-making systems; system malfunctions (e.g., performance degradation and module failure) can often be traced back to a mismatch between the properties of the data and the assumptions of the system modules that process the data. For example, with the increasing use of open-s...
Jahid Hasan, Stanley Jiang, T. Singh et al.· Proceedings of the VLDB Endo...· 0 citations
This work introduces FAIR-SHEPHERD, a structural policy-based framework for transparent fairness in real-world settings with noisy labels and shifting distributions and develops S-agnostic tools that optimize policy-aligned gradient objectives using lattice-defined proxies.
Shubham Mohole, Hongjun Choi, Christian Schroeder et al.· ACM Journal on Responsible C...· 0 citations
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