This manuscript highlights relevant inflammatory pathways, clinically significant biomarkers, and pathway-guided management strategies to provide an overview of the current research on the biological mechanisms underlying perioperative inflammation in primary arthroplasty.
Adelina-Elena Moise, M. Gherghe, A. Grigore et al.· Medicina· 0 citations
A physician-facing Clinical AI-Readiness Guide for preparing medical datasets before AI-based analysis to improve collaboration between clinical and technical teams and reduce preventable dataset-related failures in medical AI research is proposed.
Cătălin Anghel, A. Anghel, M. Craciun et al.· Journal of Clinical Medicine· 0 citations
ConsensusGrade provides a diagnostic framework for interpreting automated scores relative to observed human variability; inside-envelope rates should not be interpreted as stand-alone measures of grading accuracy.
Cătălin Anghel, A. Anghel, Mihai Vlase et al.· Applied System Innovation· 0 citations
Student-history metadata can influence LLM-generated grading scores despite explicit instructions to ignore it, and future LLM-based grading systems should separate answer-based scoring from learner-context-based personalization and validate score invariance under controlled learner-context variations.
Cătălin Anghel, A. Anghel, M. Craciun et al.· Machine Learning and Knowled...· 0 citations
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