Pipeline to Resolve ICD-10-GM Codes (German)

Description

This pretrained pipeline maps extracted entities in the German language to ICD-10-GM codes. You’ll just feed clinical terms and it will return the corresponding ICD-10-GM codes.

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How to use

from sparknlp.pretrained import PretrainedPipeline

pipeline = PretrainedPipeline("icd10gm_resolver_pipeline", "de", "clinical/models")

result = pipeline.fullAnnotate("Dyspnoe")
import com.johnsnowlabs.nlp.pretrained.PretrainedPipeline

val pipeline = new PretrainedPipeline("icd10gm_resolver_pipeline", "de", "clinical/models")

val result = pipeline.fullAnnotate("Dyspnoe")

Results


|    | chunks  | code    | resolutions                                                            | all_codes                                       | all_distances                                             |
|---:|:--------|:--------|:----------------------------------------------------------------------:|------------------------------------------------:|:----------------------------------------------------------|
|  0 | Dyspnoe | R06.0   |Dyspnoe:::Dysphagie:::Dysurie:::Dyspareunie:::Dysthymia:::Dystonie:::...| R06.0:::R13:::R30.0:::N94.1:::F34.1:::G24:::... | 0.0000:::1.0966:::1.1766:::1.2127:::1.2228:::1.3126:::... |

Model Information

Model Name: icd10gm_resolver_pipeline
Type: pipeline
Compatibility: Healthcare NLP 4.4.4+
License: Licensed
Edition: Official
Language: de
Size: 1.1 GB

Included Models

  • DocumentAssembler
  • TokenizerModel
  • XlmRoBertaEmbeddings
  • SentenceEmbeddings
  • SentenceEntityResolverModel