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Models/GKI-ICD

GKI-ICD

Reported on 14 benchmarks across 2 tasks · 1 paper · 12 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical7 results

  • Medical Code PredictiononMIMIC-III
    Macro-AUC· 2025-05-24
    96.2
    SOTA
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708
  • Medical Code PredictiononMIMIC-III
    Micro-AUC· 2025-05-24
    99.3
    SOTA
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708
  • Medical Code PredictiononMIMIC-III
    Micro-F1· 2025-05-24
    61.2
    SOTA
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708
  • Medical Code PredictiononMIMIC-III
    Precision@15· 2025-05-24
    62.4
    SOTA
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708
  • Medical Code PredictiononMIMIC-III
    Precision@8· 2025-05-24
    77.7
    SOTA
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708
  • Medical Code PredictiononMIMIC-III
    mAP· 2025-05-24
    66.1
    SOTA
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708
  • Medical Code PredictiononMIMIC-III
    Macro-F1· 2025-05-24
    12.3
    best: 24.7 (PLM-CA)
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708

Methodology7 results

  • Multi-Label ClassificationonMIMIC-III
    Macro-AUC· 2025-05-24
    96.2
    SOTA
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708
  • Multi-Label ClassificationonMIMIC-III
    Micro-AUC· 2025-05-24
    99.3
    SOTA
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708
  • Multi-Label ClassificationonMIMIC-III
    Micro-F1· 2025-05-24
    61.2
    SOTA
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708
  • Multi-Label ClassificationonMIMIC-III
    Precision@15· 2025-05-24
    62.4
    SOTA
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708
  • Multi-Label ClassificationonMIMIC-III
    Precision@8· 2025-05-24
    77.7
    SOTA
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708
  • Multi-Label ClassificationonMIMIC-III
    mAP· 2025-05-24
    66.1
    SOTA
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708
  • Multi-Label ClassificationonMIMIC-III
    Macro-F1· 2025-05-24
    12.3
    best: 24.7 (PLM-CA)
    A General Knowledge Injection Framework for ICD CodingarXiv:2505.18708