Missing Data Recovery on EHR ICD-10 codes (sample)
950Number of Search TermsAlgorithm w/ LLM (Context)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Algorithm w/ LLM (Context)Addresses Errors=No, Addresses Missingness=Yes, Sample Size=Large, List of Diagnoses=Long, Clinical Relevance=Low, Statistically Efficient=Yes2025.10 | 950 | 275 | 1,853 | |
| Algorithm w/ LLM (Baseline)Addresses Errors=No, Addresses Missingness=Yes, Sample Size=Large, List of Diagnoses=Long, Clinical Relevance=Low, Statistically Efficient=Yes2025.10 | 656 | 118 | 539 | |
| Algorithm w/ LLM (Context + Clinicians)Addresses Errors=No, Addresses Missingness=Yes, Sample Size=Large, List of Diagnoses=Long, Clinical Relevance=High, Statistically Efficient=Yes2025.10 | 79 | 243 | 243 | |
| Algorithm w/ Clinicians’ OriginalAddresses Errors=No, Addresses Missingness=Yes, Sample Size=Large, List of Diagnoses=Short, Clinical Relevance=High, Statistically Efficient=Yes2025.10 | 20 | 211 | 1,234 |