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Readable research linked to original sources
Browse normalized, publication-ready research with direct links to its evidence and source.
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Readable research linked to original sources
Browse normalized, publication-ready research with direct links to its evidence and source.
3 articles
Newest firstBackgroundThe widespread adoption of electronic health records (EHRs) has resulted in the generation of large volumes of clinical notes. Learning algorithms and large language models (LLMs) train from these resources but are susceptible to noise--irrelevant or non-informative data from them. This sensitivity can lead to significant challenges, including performance degradation and the generation of inaccurate pred…
Open article record in new tab ↗BackgroundMortality is a critical variable in healthcare research, especially for evaluating medical product safety and effectiveness. However, inconsistencies in the availability and timeliness of death date and cause of death (CoD) information present significant challenges. Conventional sources such as the National Death Index (NDI) and electronic health records (EHRs) often suffer from data lags, missing field…
Open article record in new tab ↗ObjectiveTo evaluate the validity of death ascertainment from publicly available internet media (IM) sources by benchmarking against state and Federal vital statics data for patients in two large healthcare systems from the US. MethodsWe extracted names and dates of birth and death from publicly available data--including obituaries and memorial websites--using previously developed natural language processing model…
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