MIMIC-IV: Uncertainty Quantification and Calibration Analysis

A 5.5 KB Excel file contains analysis related to uncertainty quantification and calibration based on the MIMIC-IV dataset. The dataset was authored by Fahman Saeed and last updated on May 21, 2026. It is licensed under CC-BY-4.0 and hosted on figshare.

Use Cases

• Evaluate model calibration performance based on clinical data.
• Benchmark uncertainty quantification methods using real-world medical records.
• Analyze the relationship between prediction confidence and error in a clinical context.

Strengths

• The dataset is derived from the widely-used MIMIC-IV clinical database.
• The file size is 5.5 KB, indicating a focused and potentially quick-to-process analysis.

Limitations

• Row count is unknown, which may limit suitability assessment.
• Column-level documentation is absent; field semantics must be inferred after download.
• Description metadata is limited; actual data quality requires manual inspection after download.

Provenance

Source

MIMIC-IV dataset