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Smarter Together: Enhancing Human-AI Collaborative Grading With Teacher-Cognition Multi-Agent LLM Framework
TC-MAG framework uses multi-agent AI to improve automated grading of open-ended student responses with explainable partial credit assessment and teacher oversight capabilities.
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Urine metabolomics showed distinct patterns across paediatric TB states
Urine metabolomics via NMR spectroscopy shows promise for early diagnosis of paediatric tuberculosis, achieving 97% accuracy in distinguishing active TB from latent infection.