Description
This pretrained model maps ICD-10-CM codes with their corresponding billable and HCC scores. If there is no HCC score for the corresponding ICD-10-CM code, result will be returned as 0. Trained on the ICD-10-CM 20260401 (FY2026, effective April 1, 2026) code set.
Live Demo Open in Colab Copy S3 URI
How to use
document_assembler = DocumentAssembler()\
.setInputCol("text")\
.setOutputCol("document")
icd10cm_billable_hcc_mapper = DocMapperModel.pretrained("icd10cm_billable_hcc_mapper", "en", "clinical/models")\
.setInputCols(["document"])\
.setOutputCol("mappings")\
.setRels(['billable', 'hcc_score'])\
.setLowerCase(True)\
.setMultivaluesRelations(True)
pipeline = Pipeline(stages=[document_assembler, icd10cm_billable_hcc_mapper])
data = spark.createDataFrame([["A00.0"]]).toDF("text")
result = pipeline.fit(data).transform(data)
document_assembler = nlp.DocumentAssembler()\
.setInputCol("text")\
.setOutputCol("document")
icd10cm_billable_hcc_mapper = medical.DocMapperModel.pretrained("icd10cm_billable_hcc_mapper", "en", "clinical/models")\
.setInputCols(["document"])\
.setOutputCol("mappings")\
.setRels(['billable', 'hcc_score'])\
.setLowerCase(True)\
.setMultivaluesRelations(True)
pipeline = nlp.Pipeline(stages=[document_assembler, icd10cm_billable_hcc_mapper])
data = spark.createDataFrame([["A00.0"]]).toDF("text")
result = pipeline.fit(data).transform(data)
val documentAssembler = new DocumentAssembler()
.setInputCol("text")
.setOutputCol("document")
val icd10cm_billable_hcc_mapper = DocMapperModel.pretrained("icd10cm_billable_hcc_mapper", "en", "clinical/models")
.setInputCols(Array("document"))
.setOutputCol("mappings")
.setRels(Array("billable", "hcc_score"))
.setLowerCase(true)
.setMultivaluesRelations(true)
val pipeline = new Pipeline().setStages(Array(documentAssembler, icd10cm_billable_hcc_mapper))
val data = Seq("A00.0").toDF("text")
val result = pipeline.fit(data).transform(data)
Results
| code | billable | hcc_score |
|:-------|-----------:|------------:|
| A00.0 | 1 | 0 |
| E11.9 | 1 | 38 |
| I10 | 1 | 0 |
| J44.9 | 1 | 280 |
| K35.20 | 0 | 0 |
Model Information
| Model Name: | icd10cm_billable_hcc_mapper |
| Compatibility: | Healthcare NLP 6.4.0+ |
| License: | Licensed |
| Edition: | Official |
| Input Labels: | [document] |
| Output Labels: | [mappings] |
| Language: | en |
| Size: | 1.1 MB |