Matches in SemOpenAlex for { <https://semopenalex.org/work/W4283721505> ?p ?o ?g. }
Showing items 1 to 80 of
80
with 100 items per page.
- W4283721505 abstract "Objective The evaluation of natural language processing (NLP) models for clinical text de-identification relies on the availability of clinical notes, which is often restricted due to privacy concerns. The NLP Sandbox is an approach for alleviating the lack of data and evaluation frameworks for NLP models by adopting a federated, model-to-data approach. This enables unbiased federated model evaluation without the need for sharing sensitive data from multiple institutions. Materials and Methods We leveraged the Synapse collaborative framework, containerization software, and OpenAPI generator to build the NLP Sandbox (nlpsandbox.io). We evaluated two state-of-the-art NLP de-identification focused annotation models, Philter and NeuroNER, using data from three institutions. We further validated model performance using data from an external validation site. Results We demonstrated the usefulness of the NLP Sandbox through de-identification clinical model evaluation. The external developer was able to incorporate their model into the NLP Sandbox template and provide user experience feedback. Discussion We demonstrated the feasibility of using the NLP Sandbox to conduct a multi-site evaluation of clinical text de-identification models without the sharing of data. Standardized model and data schemas enable smooth model transfer and implementation. To generalize the NLP Sandbox, work is required on the part of data owners and model developers to develop suitable and standardized schemas and to adapt their data or model to fit the schemas. Conclusions The NLP Sandbox lowers the barrier to utilizing clinical data for NLP model evaluation and facilitates federated, multi-site, unbiased evaluation of NLP models." @default.
- W4283721505 created "2022-07-01" @default.
- W4283721505 creator A5002976916 @default.
- W4283721505 creator A5012654082 @default.
- W4283721505 creator A5016845061 @default.
- W4283721505 creator A5017096532 @default.
- W4283721505 creator A5027449919 @default.
- W4283721505 creator A5037868591 @default.
- W4283721505 creator A5038454932 @default.
- W4283721505 creator A5039376323 @default.
- W4283721505 creator A5041892427 @default.
- W4283721505 creator A5043896692 @default.
- W4283721505 creator A5057661235 @default.
- W4283721505 creator A5058971932 @default.
- W4283721505 creator A5066000877 @default.
- W4283721505 creator A5068469075 @default.
- W4283721505 creator A5080308005 @default.
- W4283721505 creator A5083705397 @default.
- W4283721505 creator A5085188994 @default.
- W4283721505 date "2022-06-28" @default.
- W4283721505 modified "2023-10-17" @default.
- W4283721505 title "The NLP Sandbox: an efficient model-to-data system to enable federated and unbiased evaluation of clinical NLP models" @default.
- W4283721505 doi "https://doi.org/10.48550/arxiv.2206.14181" @default.
- W4283721505 hasPublicationYear "2022" @default.
- W4283721505 type Work @default.
- W4283721505 citedByCount "0" @default.
- W4283721505 crossrefType "posted-content" @default.
- W4283721505 hasAuthorship W4283721505A5002976916 @default.
- W4283721505 hasAuthorship W4283721505A5012654082 @default.
- W4283721505 hasAuthorship W4283721505A5016845061 @default.
- W4283721505 hasAuthorship W4283721505A5017096532 @default.
- W4283721505 hasAuthorship W4283721505A5027449919 @default.
- W4283721505 hasAuthorship W4283721505A5037868591 @default.
- W4283721505 hasAuthorship W4283721505A5038454932 @default.
- W4283721505 hasAuthorship W4283721505A5039376323 @default.
- W4283721505 hasAuthorship W4283721505A5041892427 @default.
- W4283721505 hasAuthorship W4283721505A5043896692 @default.
- W4283721505 hasAuthorship W4283721505A5057661235 @default.
- W4283721505 hasAuthorship W4283721505A5058971932 @default.
- W4283721505 hasAuthorship W4283721505A5066000877 @default.
- W4283721505 hasAuthorship W4283721505A5068469075 @default.
- W4283721505 hasAuthorship W4283721505A5080308005 @default.
- W4283721505 hasAuthorship W4283721505A5083705397 @default.
- W4283721505 hasAuthorship W4283721505A5085188994 @default.
- W4283721505 hasBestOaLocation W42837215051 @default.
- W4283721505 hasConcept C115903868 @default.
- W4283721505 hasConcept C116834253 @default.
- W4283721505 hasConcept C119857082 @default.
- W4283721505 hasConcept C154945302 @default.
- W4283721505 hasConcept C167981075 @default.
- W4283721505 hasConcept C204321447 @default.
- W4283721505 hasConcept C41008148 @default.
- W4283721505 hasConcept C59822182 @default.
- W4283721505 hasConcept C86803240 @default.
- W4283721505 hasConceptScore W4283721505C115903868 @default.
- W4283721505 hasConceptScore W4283721505C116834253 @default.
- W4283721505 hasConceptScore W4283721505C119857082 @default.
- W4283721505 hasConceptScore W4283721505C154945302 @default.
- W4283721505 hasConceptScore W4283721505C167981075 @default.
- W4283721505 hasConceptScore W4283721505C204321447 @default.
- W4283721505 hasConceptScore W4283721505C41008148 @default.
- W4283721505 hasConceptScore W4283721505C59822182 @default.
- W4283721505 hasConceptScore W4283721505C86803240 @default.
- W4283721505 hasLocation W42837215051 @default.
- W4283721505 hasLocation W42837215052 @default.
- W4283721505 hasOpenAccess W4283721505 @default.
- W4283721505 hasPrimaryLocation W42837215051 @default.
- W4283721505 hasRelatedWork W2961085424 @default.
- W4283721505 hasRelatedWork W3046775127 @default.
- W4283721505 hasRelatedWork W3107602296 @default.
- W4283721505 hasRelatedWork W3170094116 @default.
- W4283721505 hasRelatedWork W3209574120 @default.
- W4283721505 hasRelatedWork W4210805261 @default.
- W4283721505 hasRelatedWork W4306674287 @default.
- W4283721505 hasRelatedWork W4312192474 @default.
- W4283721505 hasRelatedWork W4386462264 @default.
- W4283721505 hasRelatedWork W4387297750 @default.
- W4283721505 isParatext "false" @default.
- W4283721505 isRetracted "false" @default.
- W4283721505 workType "article" @default.