Hospital BenchBenchmark analysis
How many examples does an EHRSHOT result really use?
Separate EHRSHOT’s patients, prediction labels, pretraining population and positive/negative few-shot sampling.
Original analysis / Hospital Bench
Read the benchmark closely.
EHRSHOT tests prediction from longitudinal coded records. MIMIC-CDM tests diagnostic decisions from selected retrospective cases. This independent analysis puts their inputs, denominators and information settings side by side. Explore what a prediction label represents, why a selected disease cohort cannot establish general emergency-care performance, and where published evidence stops. We report aggregate metadata and historical study results, with no patient material, new model runs or implied affiliation with the benchmark authors.
4 min read
Benchmark analysis
What does MIMIC-CDM reveal about gathering diagnostic evidence?
Interpret interactive and full-information diagnostic results in the restricted four-condition MIMIC-CDM cohort.
Benchmark analysis
When should a hospital use EHRSHOT or MIMIC-CDM?
Choose between structured-record prediction and diagnostic simulation by matching the benchmark’s inputs, targets and evidence limits.