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hiv

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Explainable AI system for HIV drug resistance prediction using ensemble machine learning and SHAP-based genomic interpretability. HIVゲノム配列から薬剤耐性を予測し、SHAP解析による説明可能AIを実現する次世代バイオインフォマティクスシステム。

  • Updated Mar 3, 2026
  • Python

Deterministic, interpretable genome→phenotype decoder: calls antibiotic/antiviral/antifungal resistance from DNA + names the exact genes/mutations driving each call. Spans bacteria, M. tuberculosis, fungi, HIV-1 & SARS-CoV-2 — independently validated on FREE measured wet-lab labels (EBI AMR Portal, Stanford HIVDB). Not a clinical tool.

  • Updated Jul 4, 2026
  • Python

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