The aim of the project is to provide a tool, which can be used to extract metadata information from multiple FHIR servers and combine the data to:
- Get an overview of how many patients are available for each criterion as identified by the coding of a resources main identifier (e.g. Condition.code.coding, Observation.code, Specimen.type)
- Get a better understanding of the available data and the actual values in a FHIR server
- Identify missing and incorrect values
The FHIR Data Evaluator is a command line program, which based on a FHIR Input Measure configuration iterates through FHIR resources on a FHIR server and calculates stratifier or statistical counts for values of fields of the evaluated resources. The output is a FHIR MeasureReport (and if configured multiple csv files).
For example configuring the evaluator to stratify the icd10 code field of the condition resource (FHIR path: Condition.code.coding.where(system='http://fhir.de/CodeSystem/bfarm/icd-10-gm')) would lead to the following output (once converted to csv):
"system","code","display","count","unique count"
"http://fhir.de/CodeSystem/bfarm/icd-10-gm","I95.0",,10811,10797
"http://fhir.de/CodeSystem/bfarm/icd-10-gm","I60.1",,4,4
"http://fhir.de/CodeSystem/bfarm/icd-10-gm","I22.8",,4,4
It further counts the statistical counts per patient (as in: how many patients have this resource with this specific value - unique count above).
The following types of fields/expressions are currently supported:
- Coding, example:
Condition.code.coding
- boolean, example:
Condition.code.exists()
- code, example:
Patient.gender
For a more detailed Documentation see: * Documentation
When running the Fhir Data Evaluator with Docker, it will require a Measure resource file as input and save the resulting MeasureReport into a Directory named after the current date combined with the Measure's name (specified in the 'name' field). If specified, additional CSV files will be created that represent the MeasureReport.
An example of a Measure can be found here.
docker run -v <your/measurefile.json>:/app/measure.json -v <your/output/dir>:/app/output -e FHIR_SERVER=<http://your-fhir-server/fhir> -e TZ=Europe/Berlin -it ghcr.io/medizininformatik-initiative/fhir-data-evaluator:1.1.0
docker run -v <your/measurefile.json>:/app/measure.json -v <your/output/dir>:/app/output -e CONVERT_TO_CSV=true -e FHIR_SERVER=<http://your-fhir-server/fhir> -e TZ=Europe/Berlin -it ghcr.io/medizininformatik-initiative/fhir-data-evaluator:1.1.0
- this generates a CSV file for each Stratifier and stores the files in a directory named after the current date combined with the Measure's name
- if this is run multiple times on the same day, it will override the files
- to any of the listed docker run commands add
--network <your_network>
to run the container inside a Docker network
docker run -v <your/measurefile.json>:/app/measure.json -v <your/output/dir>:/app/output -e CONVERT_TO_CSV=true -e FHIR_SERVER=<http://your-fhir-server/fhir> -e TZ=Europe/Berlin --network <your_network> -it ghcr.io/medizininformatik-initiative/fhir-data-evaluator:1.1.0
When generating the MeasureReport, the output files will be saved in a directory named after the current date
combined with the Measure's name. Since it is run inside a Docker container, the time zone might differ from the one on
the host machine. This time zone is also used to set the date for the DocumentReference if the MeasureReport is sent to
a FHIR server. If you want to match the time zones, set the time zone for example to -e TZ=Europe/Berlin
:
The environment variables are used inside the docker container, so if they are set only on the host machine, they won't
be visible in the container. Each additional environment variable can be passed using the -e
flag.
- Example of passing a page count of 50:
docker run -v <your/measurefile.json>:/app/measure.json -v <your/output/dir>:/app/output -e FHIR_SERVER=<http://your-fhir-server/fhir> -e FHIR_PAGE_COUNT=50 -e TZ=Europe/Berlin -it ghcr.io/medizininformatik-initiative/fhir-data-evaluator:1.1.0
If SEND_REPORT_TO_SERVER
is set to true, the MeasureReport is sent to the FHIR_REPORT_DESTINATION_SERVER
along with a
DocumentReference that is configured with the following environment variables:
AUTHOR_IDENTIFIER_SYSTEM
(example:http://dsf.dev/sid/organization-identifier
)AUTHOR_IDENTIFIER_VALUE
(example:Test_DIC1
)PROJECT_IDENTIFIER_SYSTEM
(example:http://medizininformatik-initiative.de/sid/project-identifier
)PROJECT_IDENTIFIER_VALUE
(example:Test_PROJECT_Evaluation
)
Name | Default | Description |
---|---|---|
FHIR_SERVER | http://localhost:8080/fhir | The base URL of the FHIR server to use. |
FHIR_USER | The username to use for HTTP Basic Authentication. | |
FHIR_PASSWORD | The password to use for HTTP Basic Authentication. | |
FHIR_MAX_CONNECTIONS | 4 | The maximum number of connections to open towards the FHIR server. |
FHIR_MAX_QUEUE_SIZE | 500 | The maximum number FHIR server requests to queue before returning an error. |
FHIR_PAGE_COUNT | 1000 | The number of resources per page to request from the FHIR server. |
FHIR_BEARER_TOKEN | Bearer token for authentication. | |
FHIR_OAUTH_ISSUER_URI | The issuer URI of the OpenID Connect provider. | |
FHIR_OAUTH_CLIENT_ID | The client ID to use for authentication with OpenID Connect provider. | |
FHIR_OAUTH_CLIENT_SECRET | The client secret to use for authentication with OpenID Connect provider. | |
MAX_IN_MEMORY_SIZE_MIB | 10 | The maximum in-memory buffer size for the webclient in MiB. |
TZ | Europe/Berlin | The time zone used to create the output directory and set the date in the DocumentReference. |
CONVERT_TO_CSV | false | Whether for the MeasureReport should be generated CSV files. |
SEND_REPORT_TO_SERVER | false | Whether the MeasureReport should be sent to a FHIR server. |
FHIR_REPORT_DESTINATION_SERVER | http://localhost:8080/fhir | The FHIR Server that the MeasureReport should be sent to. |
AUTHOR_IDENTIFIER_SYSTEM | http://dsf.dev/sid/organization-identifier | The system of the author organization. |
AUTHOR_IDENTIFIER_VALUE | The code of the author organization. | |
PROJECT_IDENTIFIER_SYSTEM | http://medizininformatik-initiative.de/sid/project-identifier | The system of the master identifier. |
PROJECT_IDENTIFIER_VALUE | The value of the master identifier. |