Halaman ini menjelaskan cara melakukan de-identifikasi data sensitif dalam resource FHIR menggunakan Cloud Healthcare API pada tingkat berikut:
- Di tingkat set data menggunakan
datasets.deidentify
- Di tingkat penyimpanan FHIR menggunakan
fhirStores.deidentify
Halaman ini juga menjelaskan cara menerapkan filter saat mende-identifikasi data di tingkat FHIR store.
Ringkasan de-identifikasi
De-identifikasi tingkat set data
Untuk melakukan de-identifikasi data FHIR di tingkat set data, panggil operasi
datasets.deidentify
. Panggilan API
de-identifikasi memiliki komponen berikut:
- Set data sumber: Set data yang berisi penyimpanan FHIR dengan satu atau beberapa resource yang memiliki data sensitif.
- Set data tujuan: De-identifikasi tidak memengaruhi set data asli atau datanya. Sebagai gantinya, salinan data asli yang telah dihapus identitasnya ditulis ke set data baru, yang disebut set data tujuan.
- Hal yang harus dide-identifikasi: Parameter konfigurasi yang menentukan cara memproses set data. Anda dapat mengonfigurasi parameter ini dengan menentukannya dalam
FhirConfig
dan/atauTextConfig
di dalam objekDeidentifyConfig
dan meneruskannya dengan:- Menetapkan kolom
config
isi permintaan - Menyimpan file dalam Cloud Storage dalam format JSON dan menentukan
lokasi file dalam bucket menggunakan kolom
gcsConfigUri
dari isi permintaan
- Menetapkan kolom
Sebagian besar contoh dalam panduan ini menunjukkan cara mende-identifikasi data FHIR di tingkat set data.
De-identifikasi tingkat penyimpanan FHIR
Melakukan de-identifikasi data FHIR di tingkat penyimpanan FHIR memungkinkan Anda memiliki kontrol yang lebih besar terhadap data FHIR yang dide-identifikasi.
Untuk melakukan de-identifikasi data FHIR di penyimpanan FHIR, panggil metode
fhirStores.deidentify
. Panggilan API de-identifikasi
memiliki komponen berikut:
- Penyimpanan FHIR sumber: Penyimpanan FHIR yang berisi satu atau beberapa resource yang memiliki data sensitif.
- Penyimpanan FHIR tujuan: De-identifikasi tidak memengaruhi penyimpanan FHIR asli atau datanya. Sebagai gantinya, salinan data asli yang telah di-de-identifikasi ditulis ke penyimpanan FHIR tujuan. FHIR store tujuan harus sudah ada.
- Hal yang harus dilakukan untuk de-identifikasi: Parameter konfigurasi yang menentukan cara memproses
penyimpanan FHIR. Anda dapat mengonfigurasi parameter ini dengan menentukannya dalam
FhirConfig
dan/atauTextConfig
di dalam objekDeidentifyConfig
dan meneruskannya dengan:- Menetapkan kolom
config
isi permintaan - Menyimpan file dalam Cloud Storage dalam format JSON dan menentukan
lokasi file dalam bucket menggunakan kolom
gcsConfigUri
dari isi permintaan
- Menetapkan kolom
Untuk contoh cara melakukan de-identifikasi data FHIR di tingkat penyimpanan FHIR, lihat Melakukan de-identifikasi data di tingkat penyimpanan FHIR.
Filter
Anda dapat melakukan de-identifikasi sebagian data di penyimpanan FHIR dengan menentukan daftar
ID resource FHIR dalam permintaan fhirStores.deidentify
. Sebagai contoh, lihat
Melakukan de-identifikasi pada subset penyimpanan FHIR.
Contoh resource FHIR yang digunakan dalam panduan ini
Contoh dalam panduan ini menggunakan resource
Pasien (DSTU2,
STU3,
dan R4)
di penyimpanan FHIR. Pasien memiliki properti yang ditampilkan dalam contoh
berikut. Nilai id
dihasilkan oleh server. Jika Anda membuat resource
Pasien di penyimpanan FHIR Anda sendiri, nilai id
yang ditampilkan akan berbeda dengan
nilai yang ditampilkan dalam sampel Pasien.
{
"address": [
{
"city": "Anycity",
"district": "Anydistrict",
"line": [
"123 Main Street"
],
"period": {
"start": "1990-12-05"
},
"postalCode": "12345",
"state": "CA",
"text": "123 Main Street Anycity, Anydistrict, CA 12345",
"type": "both",
"use": "home"
}
],
"birthDate": "1980-12-05",
"gender": "female",
"id": "r77433dd-dkeuc-633743nfd-383nfdsjds732",
"name": [
{
"family": "Smith",
"given": [
"Darcy"
],
"use": "official"
}
],
"resourceType": "Patient",
"text": {
"status": "generated",
"div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: 1980-12-05</p><p><b>Gender</b>: Female</p></div>"
}
}
De-identifikasi data FHIR default
Anda dapat melakukan de-identifikasi data FHIR menggunakan metode "default" yang menyamarkan informasi kesehatan terlindungi (PHI) umum dalam resource di penyimpanan FHIR. Metode default menyamarkan informasi berikut:
- infoTypes yang ditentukan dalam infoTypes FHIR default
- Jalur yang ditentukan dalam profil de-identifikasi FHIR default
Contoh berikut menunjukkan cara menghapus identitas resource Pasien menggunakan
metode default FHIR. Saat menggunakan metode default, gunakan FhirConfig
kosong
di dalam objek DeidentifyConfig
.
curl
curl -X POST \ -H "Authorization: Bearer $(gcloud auth application-default print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ --data "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': {} } }" "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify"
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID"
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/fhir+json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732"
{ "address": [ { "city": "", "district": "", "line": [ "" ], "period": { "start": "1990-12-05" }, "postalCode": "", "state": "CA", "text": "", "type": "both", "use": "home" } ], "birthDate": "1981-02-24", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMA" }, "name": [ { "family": "", "given": [ "" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: [PERSON_NAME][PERSON_NAME][PERSON_NAME]</p><p><b>DateOfBirth</b>: 1981-02-24</p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
PowerShell
$cred = gcloud auth application-default print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Post ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Body "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': {} } }" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify" | Select-Object -Expand Content
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Get ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" | Select-Object -Expand Content
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_NUMBER", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-RestMethod ` -Method Get ` -Headers $headers ` -ContentType: "application/fhir+json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732" | ConvertTo-Json
{ "address": [ { "city": "", "district": "", "line": [ "" ], "period": { "start": "1990-12-05" }, "postalCode": "", "state": "CA", "text": "", "type": "both", "use": "home" } ], "birthDate": "1981-02-24", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMA" }, "name": [ { "family": "", "given": [ "" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: [PERSON_NAME][PERSON_NAME][PERSON_NAME]</p><p><b>DateOfBirth</b>: 1981-02-24</p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
Anda dapat melihat bahwa nilai berikut telah diubah untuk menghapus identitas resource:
- Nilai baru diberikan di kolom
birthDate
menggunakan teknik pergeseran tanggal dengan diferensial 100 hari. - Nilai di
address.city
telah disamarkan. - Nilai di
address.district
telah disamarkan. - Nilai di
address.line
telah disamarkan. - Nilai di
address.postalCode
telah disamarkan. - Nilai di
address.text
telah disamarkan. - Nilai di
name.family
telah disamarkan. - Nilai di
name.given
telah disamarkan. - Teks bebas di kolom
text.div
diubah untuk mengganti nama pasien dengan infoType-nya,[PERSON_NAME]
. Nilai tanggal lahir pasien diubah dengan cara yang sama seperti nilai di kolombirthDate
diubah.
Melakukan de-identifikasi jalur FHIR tertentu
Untuk menentukan jalur FHIR yang akan dide-identifikasi dan cara mentransformasinya, konfigurasikan
fieldMetadataList
dalam objek FhirConfig
.
Di dalam fieldMetadataList
, Anda menentukan daftar nama kolom atau nama jenis resource FHIR yang dipisahkan titik dalam daftar paths
. Selanjutnya,
Anda menentukan nilai Action
untuk diterapkan ke semua yang tercantum dalam paths
. Lihat dokumentasi Action
untuk mengetahui nilai yang memungkinkan.
Untuk mengetahui informasi tentang cara menetapkan kolom paths
di Cloud Healthcare API, lihat paths
.
Pemformatan nilai di paths
didasarkan pada FHIRPath.
Profil de-identifikasi FHIR default
Secara default, jika Anda tidak menentukan jalur FHIR apa pun di fieldMetadataList
, Cloud Healthcare API akan menerapkan profil de-identifikasi berikut untuk memilih dan mengubah jalur FHIR. Profil yang diterapkan bergantung
pada versi FHIR yang Anda gunakan. Anda dapat meluaskan bagian berikut untuk melihat
profil untuk versi yang Anda gunakan. Anda juga dapat mendownload profil
(DSTU2,
STU3,
dan R4).
Menggunakan jalur untuk melakukan de-identifikasi resource
Contoh berikut menunjukkan cara mengonfigurasi penghapusan identitas resource Pasien dengan kriteria berikut:
- Nilai
HumanName
(DSTU2, STU3, dan R4) untuk resource Pasien memilikiTRANSFORM
(suntingan) yang otomatis diterapkan. Untuk sampel pasien, nilai HumanName adalah"family": "Smith"
dan"given": [ "Darcy" ]
.
Tidak ada nilai lain yang diberikan dalam daftar paths
di dalam fieldMetadataList
,
sehingga data yang tersisa tidak berubah.
Contoh berikut menunjukkan cara menghapus identitas nilai HumanName resource Pasien:
curl
curl -X POST \ -H "Authorization: Bearer $(gcloud auth application-default print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ --data "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': { 'fieldMetadataList': [ { 'paths': [ 'Patient.HumanName' ], 'action': 'TRANSFORM' } ] } } }" "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify"
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID"
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/fhir+json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732"
{ "address": [ { "city": "Anycity", "district": "Anydistrict", "line": [ "123 Main Street" ], "period": { "start": "1990-12-05" }, "postalCode": "12345", "state": "CA", "text": "123 Main Street Anycity, Anydistrict, CA 12345", "type": "both", "use": "home" } ], "birthDate": "1980-12-05", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMAA" }, "name": [ { "family": "", "given": [ "" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: 1980-12-05</p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
PowerShell
$cred = gcloud auth application-default print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Post ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Body "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': { 'fieldMetadataList': [ { 'paths': [ 'Patient.HumanName' ], 'action': 'TRANSFORM' } ] } } }" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify" | Select-Object -Expand Content
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Get ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" | Select-Object -Expand Content
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_NUMBER", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-RestMethod ` -Method Get ` -Headers $headers ` -ContentType: "application/fhir+json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732" | ConvertTo-Json
{ "address": [ { "city": "Anycity", "district": "Anydistrict", "line": [ "123 Main Street" ], "period": { "start": "1990-12-05" }, "postalCode": "12345", "state": "CA", "text": "123 Main Street Anycity, Anydistrict, CA 12345", "type": "both", "use": "home" } ], "birthDate": "1980-12-05", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMAA" }, "name": [ { "family": "", "given": [ "" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: 1980-12-05</p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
Anda dapat melihat bahwa nilai berikut telah diubah untuk menghapus identitas resource:
- Nilai di
name.family
telah disamarkan. - Nilai di
name.given
telah disamarkan.
Namun, tidak seperti sampel dalam de-identifikasi FHIR default,
yang mengubah PHI umum, address
pasien, birthDate
, dan teks bebas di
text.div
tidak diubah karena
tidak ditambahkan ke daftar paths
di fieldMetadataList
.
Menggunakan infoTypes dan transformasi primitif dengan resource FHIR
Cloud Healthcare API dapat menggunakan jenis informasi (infoTypes) untuk menentukan data yang dipindai saat melakukan de-identifikasi pada resource FHIR. infoType adalah jenis data sensitif, seperti nama pasien, alamat email, nomor telepon, nomor identifikasi, atau nomor kartu kredit. infoTypes yang digunakan dalam operasi de-identifikasi Cloud Healthcare API mencakup infoTypes yang ditemukan di Cloud Data Loss Prevention.
Transformasi dasar adalah aturan yang digunakan untuk mengubah nilai input.
infoTypes FHIR default
infoTypes default yang digunakan saat melakukan de-identifikasi data FHIR adalah:
AGE
CREDIT_CARD_NUMBER
DATE
EMAIL_ADDRESS
IP_ADDRESS
LOCATION
MAC_ADDRESS
PASSPORT
PERSON_NAME
PHONE_NUMBER
SWIFT_CODE
US_DRIVERS_LICENSE_NUMBER
US_SOCIAL_SECURITY_NUMBER
US_VEHICLE_IDENTIFICATION_NUMBER
US_INDIVIDUAL_TAXPAYER_IDENTIFICATION_NUMBER
Opsi transformasi primitif
Opsi transformasi primitif Cloud Healthcare API meliputi:
RedactConfig
: Menyamarkan nilai dengan menghapusnya.CharacterMaskConfig
: Menyamarkan string sepenuhnya atau sebagian dengan mengganti karakter input dengan karakter tetap yang ditentukan.DateShiftConfig
: Menggeser tanggal dengan jumlah hari acak, dengan opsi untuk konsisten untuk konteks yang sama.CryptoHashConfig
: Menggunakan SHA-256 untuk mengganti nilai input dengan representasi yang dienkode base64 dari string output yang di-hash yang dihasilkan menggunakan kunci enkripsi data tertentu.ReplaceWithInfoTypeConfig
: Mengganti nilai input dengan nama infoType-nya.
Menentukan konfigurasi di TextConfig
InfoType dan transformasi dasar ditentukan dalam
InfoTypeTransformation
,
yang merupakan objek di dalam
TextConfig
.
Tentukan infoTypes dalam array infoTypes
sebagai nilai yang dipisahkan koma.
Penentuan infoType bersifat opsional. Jika Anda tidak menentukan setidaknya satu infoType, transformasi akan berlaku untuk semua infoType bawaan dalam data.
Jika Anda menentukan infoTypes di InfoTypeTransformation
, tentukan setidaknya satu transformasi primitif.
Bagian berikut menunjukkan cara menggunakan transformasi primitif yang tersedia
di InfoTypeTransformation
beserta infoTypes untuk menyesuaikan cara resource FHIR
di-de-identifikasi.
RedactConfig
Menentukan redactConfig
akan menyamarkan nilai tertentu dengan menghapusnya sepenuhnya. Pesan
redactConfig
tidak memiliki argumen; menentukannya akan mengaktifkan transformasi.
Contoh berikut menunjukkan cara menyamarkan tanggal lahir resource Pasien di
kolom Patient.text.div
.
Tugas ini dilakukan dengan menetapkan infoType DATE
dengan
jalur Patient.text.div
dan transformasi redactConfig
.
Setelah mengirim
permintaan de-identifikasi ke Cloud Healthcare API, tanggal lahir dalam nilai Patient.text.div
akan disamarkan.
curl
curl -X POST \ -H "Authorization: Bearer $(gcloud auth application-default print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ --data "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': { 'fieldMetadataList': { 'paths': [ 'Patient.text.div' ], 'action': 'INSPECT_AND_TRANSFORM' } }, 'text': { 'transformations': [ { 'infoTypes': [ 'DATE' ], 'redactConfig': {} } ] } } }" "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify"
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID"
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/fhir+json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732"
{ "address": [ { "city": "Anycity", "district": "Anydistrict", "line": [ "123 Main Street" ], "period": { "start": "1990-12-05" }, "postalCode": "12345", "state": "CA", "text": "123 Main Street Anycity, Anydistrict, CA 12345", "type": "both", "use": "home" } ], "birthDate": "1980-12-05", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMAA" }, "name": [ { "family": "Smith", "given": [ "Darcy" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: </p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
PowerShell
$cred = gcloud auth application-default print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Post ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Body "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': { 'fieldMetadataList': { 'paths': [ 'Patient.text.div' ], 'action': 'INSPECT_AND_TRANSFORM' } }, 'text': { 'transformations': [ { 'infoTypes': [ 'DATE' ], 'redactConfig': {} } ] } } }" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify" | Select-Object -Expand Content
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Get ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" | Select-Object -Expand Content
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_NUMBER", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-RestMethod ` -Method Get ` -Headers $headers ` -ContentType: "application/fhir+json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732" | ConvertTo-Json
{ "address": [ { "city": "Anycity", "district": "Anydistrict", "line": [ "123 Main Street" ], "period": { "start": "1990-12-05" }, "postalCode": "12345", "state": "CA", "text": "123 Main Street Anycity, Anydistrict, CA 12345", "type": "both", "use": "home" } ], "birthDate": "1980-12-05", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMAA" }, "name": [ { "family": "Smith", "given": [ "Darcy" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: </p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
Output menunjukkan bahwa nilai DateOfBirth
di text.div
telah
dihapus. Hal ini berbeda dengan contoh di Menghapus identifikasi jalur FHIR
tertentu
saat nilai DateOfBirth
di text.div
tidak dihapus menggunakan konfigurasi default.
CharacterMaskConfig
Menentukan characterMaskConfig
akan mengganti string yang
sesuai dengan infoTypes yang diberikan dengan karakter tetap yang ditentukan. Misalnya, bukan menyamarkan nama pasien atau mengubahnya menggunakan
hash kriptografis, Anda dapat mengganti nama dengan serangkaian tanda bintang (*
).
Tentukan karakter tetap sebagai nilai ke kolom maskingCharacter
.
Contoh berikut menunjukkan cara memperluas contoh yang digunakan dalam
Menghapus identifikasi jalur FHIR
tertentu,
tetapi sekarang contoh tersebut menyertakan penetapan infoType PERSON_NAME
dengan
transformasi characterMaskConfig
. Tidak ada karakter tetap yang disediakan, sehingga
masking secara default menggunakan tanda bintang. Setelah mengirim permintaan de-identifikasi
ke Cloud Healthcare API, nilai di
name.family
dan name.given
akan diganti dengan tanda bintang.
curl
curl -X POST \ -H "Authorization: Bearer $(gcloud auth application-default print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ --data "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': { 'fieldMetadataList': { 'paths': [ 'Patient.HumanName' ], 'action': 'TRANSFORM' } }, 'text': { 'transformations': [ { 'infoTypes': [ 'PERSON_NAME' ], 'characterMaskConfig': { 'maskingCharacter': '' } } ] } } }" "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify"
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID"
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/fhir+json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732"
{ "address": [ { "city": "Anycity", "district": "Anydistrict", "line": [ "123 Main Street" ], "period": { "start": "1990-12-05" }, "postalCode": "12345", "state": "CA", "text": "123 Main Street Anycity, Anydistrict, CA 12345", "type": "both", "use": "home" } ], "birthDate": "1980-12-05", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMAA" }, "name": [ { "family": "*****", "given": [ "*****" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: 1980-12-05</p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
PowerShell
$cred = gcloud auth application-default print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Post ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Body "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': { 'fieldMetadataList': { 'paths': [ 'Patient.HumanName' ], 'action': 'TRANSFORM' } }, 'text': { 'transformations': [ { 'infoTypes': [ 'PERSON_NAME' ], 'characterMaskConfig': { 'maskingCharacter': '' } } ] } } }" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify" | Select-Object -Expand Content
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Get ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" | Select-Object -Expand Content
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_NUMBER", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-RestMethod ` -Method Get ` -Headers $headers ` -ContentType: "application/fhir+json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732" | ConvertTo-Json
{ "address": [ { "city": "Anycity", "district": "Anydistrict", "line": [ "123 Main Street" ], "period": { "start": "1990-12-05" }, "postalCode": "12345", "state": "CA", "text": "123 Main Street Anycity, Anydistrict, CA 12345", "type": "both", "use": "home" } ], "birthDate": "1980-12-05", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMAA" }, "name": [ { "family": "*****", "given": [ "*****" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: 1980-12-05</p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
Output menunjukkan bahwa nilai di name.family
dan name.given
telah diganti dengan tanda bintang. Hal ini berbeda dengan contoh di Menghapus identifikasi jalur FHIR
tertentu
tempat nilai di name.family
dan name.given
disamarkan.
DateShiftConfig
Cloud Healthcare API dapat mengubah tanggal dengan menggesernya dalam
rentang preset. Agar transformasi tanggal tetap konsisten di seluruh
proses de-identifikasi, gunakan DateShiftConfig
dengan salah satu dari hal berikut:
- (Tidak digunakan lagi): Kunci AES 128/192/256-bit mentah yang dienkode base 64.
- (Direkomendasikan): Kunci yang digabungkan Cloud Key Management Service (Cloud KMS). Lihat Melakukan de-identifikasi dan identifikasi ulang teks sensitif untuk mengetahui contoh cara menggunakan kunci gabungan Cloud KMS.
Anda harus memberikan peran dengan izin cloudkms.cryptoKeyVersions.useToDecrypt
ke akun layanan Agen Layanan Cloud Healthcare
untuk mendekripsi kunci yang digabungkan Cloud KMS. Sebaiknya gunakan peran Cloud KMS CryptoKey Decrypter (roles/cloudkms.cryptoKeyDecrypter
). Jika Anda menggunakan Cloud KMS untuk operasi kriptografis, biaya akan berlaku. Lihat
Harga Cloud Key Management Service untuk mengetahui informasi selengkapnya.
Cloud Healthcare API menggunakan kunci ini untuk menghitung jumlah tanggal, seperti tanggal lahir pasien, yang digeser dalam diferensial 100 hari.
Jika Anda tidak memberikan kunci, Cloud Healthcare API akan membuat kuncinya sendiri setiap kali operasi de-identifikasi berjalan pada nilai tanggal. Hal ini dapat menyebabkan output tanggal antar-operasi berjalan tidak konsisten.
Contoh berikut menunjukkan cara menetapkan infoType DATE
dengan transformasi DateShiftConfig
di jalur Patient.birthDate
dan Patient.text.div
. Setelah mengirimkan permintaan de-identifikasi
ke Cloud Healthcare API, nilai birthDate
dan
tanggal lahir di Patient.text.div
akan bergeser dalam
plus atau minus 100 hari dari tanggal lahir asli, 1980-12-05
.
Kunci kripto yang diberikan dalam contoh, U2FsdGVkX19bS2oZsdbK9X5zi2utBn22uY+I2Vo0zOU=
,
adalah kunci mentah berenkode base64 yang dienkripsi AES 256-bit yang dibuat menggunakan perintah
berikut. Saat diminta, berikan sandi pilihan Anda ke perintah:
echo -n "test" | openssl enc -e -aes-256-ofb -a -salt
curl
curl -X POST \ -H "Authorization: Bearer $(gcloud auth application-default print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ --data "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': { 'fieldMetadataList': { 'paths': [ 'Patient.birthDate', 'Patient.text.div' ], 'action': 'INSPECT_AND_TRANSFORM' } }, 'text': { 'transformations': { 'infoTypes': [ 'DATE' ], 'dateShiftConfig': { 'cryptoKey': 'U2FsdGVkX19bS2oZsdbK9X5zi2utBn22uY+I2Vo0zOU=' } } } } }" "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify"
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID"
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/fhir+json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732"
{ "address": [ { "city": "Anycity", "district": "Anydistrict", "line": [ "123 Main Street" ], "period": { "start": "1990-12-05" }, "postalCode": "12345", "state": "", "text": "123 Main Street Anycity, Anydistrict, CA 12345", "type": "both", "use": "home" } ], "birthDate": "1981-02-19", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMAA" }, "name": [ { "family": "Smith", "given": [ "Darcy" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: 1981-02-19</p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
PowerShell
$cred = gcloud auth application-default print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Post ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Body "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': { 'fieldMetadataList': { 'paths': [ 'Patient.HumanName', 'Patient.text.div' ], 'action': 'INSPECT_AND_TRANSFORM' } }, 'text': { 'transformations': { 'infoTypes': [ 'DATE' ], 'dateShiftConfig': { 'cryptoKey': 'U2FsdGVkX19bS2oZsdbK9X5zi2utBn22uY+I2Vo0zOU=' } } } } }" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify" | Select-Object -Expand Content
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Get ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" | Select-Object -Expand Content
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_NUMBER", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-RestMethod ` -Method Get ` -Headers $headers ` -ContentType: "application/fhir+json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732" | ConvertTo-Json
{ "address": [ { "city": "Anycity", "district": "Anydistrict", "line": [ "123 Main Street" ], "period": { "start": "1990-12-05" }, "postalCode": "12345", "state": "", "text": "123 Main Street Anycity, Anydistrict, CA 12345", "type": "both", "use": "home" } ], "birthDate": "1981-02-19", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMAA" }, "name": [ { "family": "Smith", "given": [ "Darcy" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: 1981-02-19</p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
Output menunjukkan bahwa nilai di birthDate
dan tanggal lahir di
Patient.text.div
telah diubah menjadi nilai
baru 1981-02-19
. Transformasi ini terjadi sebagai hasil dari penggabungan
diferensial 100 hari dengan ID Pasien dan nilai cryptoKey
yang diberikan.
Nilai baru untuk birthDate
dan tanggal lahir di Patient.text.div
konsisten untuk Pasien ini di antara
proses penghapusan identitas selama cryptoKey
yang sama diberikan.
CryptoHashConfig
Cloud Healthcare API dapat mengubah data dengan mengganti nilai dengan
hash kriptografis (juga disebut nilai pengganti). Untuk melakukannya, tentukan
pesan cryptoHashConfig
.
Anda dapat mengosongkan cryptoHashConfig
, atau Anda dapat mengisinya dengan:
- (Tidak digunakan lagi): Kunci AES 128/192/256-bit mentah yang dienkode base 64.
- (Direkomendasikan): Kunci yang digabungkan Cloud Key Management Service (Cloud KMS). Lihat Melakukan de-identifikasi dan identifikasi ulang teks sensitif untuk mengetahui contoh cara menggunakan kunci gabungan Cloud KMS.
Anda harus memberikan peran dengan izin cloudkms.cryptoKeyVersions.useToDecrypt
ke akun layanan Agen Layanan Cloud Healthcare
untuk mendekripsi kunci yang digabungkan Cloud KMS. Sebaiknya gunakan peran Cloud KMS CryptoKey Decrypter (roles/cloudkms.cryptoKeyDecrypter
). Jika Anda menggunakan Cloud KMS untuk operasi kriptografis, biaya akan berlaku. Lihat
Harga Cloud Key Management Service untuk mengetahui informasi selengkapnya.
Menyediakan kunci yang konsisten akan menghasilkan nilai pengganti yang konsisten di antara eksekusi de-identifikasi. Jika Anda tidak memberikan kunci, Cloud Healthcare API akan membuat kunci baru setiap kali operasi berjalan. Menggunakan kunci yang berbeda akan menghasilkan nilai pengganti yang berbeda.
Contoh berikut memperluas contoh yang digunakan dalam
Menghapus identifikasi jalur FHIR tertentu,
tetapi sekarang menyertakan penetapan infoType PERSON_NAME
dengan transformasi cryptoKey
di jalur Patient.HumanName
. Setelah mengirim permintaan de-identifikasi ke Cloud Healthcare API, nilai name.family
dan name.given
akan diganti dengan nilai pengganti.
Kunci kripto yang diberikan dalam contoh, U2FsdGVkX19bS2oZsdbK9X5zi2utBn22uY+I2Vo0zOU=
,
adalah kunci mentah berenkode base64 yang dienkripsi AES 256-bit yang dibuat menggunakan perintah
berikut. Saat diminta, berikan sandi pilihan Anda ke perintah:
echo -n "test" | openssl enc -e -aes-256-ofb -a -salt
curl
curl -X POST \ -H "Authorization: Bearer $(gcloud auth application-default print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ --data "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': { 'fieldMetadataList': { 'paths': [ 'Patient.HumanName' ], 'action': 'INSPECT_AND_TRANSFORM' } }, 'text': { 'transformations': { 'infoTypes': [ 'PERSON_NAME' ], 'cryptoHashConfig': { 'cryptoKey': 'U2FsdGVkX19bS2oZsdbK9X5zi2utBn22uY+I2Vo0zOU=' } } } } }" "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify"
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID"
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/fhir+json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732"
{ "address": [ { "city": "Anycity", "district": "Anydistrict", "line": [ "123 Main Street" ], "period": { "start": "1990-12-05" }, "postalCode": "12345", "state": "CA", "text": "123 Main Street Anycity, Anydistrict, CA 12345", "type": "both", "use": "home" } ], "birthDate": "1980-12-05", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMAA" }, "name": [ { "family": "NlVBV12Hhb5DD8WNqlTpXboFxzlUSlqAmYDet/jIViQ=", "given": [ "FSH4D/IGb80a1rS0L0kqfC3DCDt6//17VPhIkOzH2pk=" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: 1980-12-05</p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
PowerShell
$cred = gcloud auth application-default print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Post ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Body "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': { 'fieldMetadataList': { 'paths': [ 'Patient.HumanName' ], 'action': 'TRANSFORM' } }, 'text': { 'transformations': { 'infoTypes': [ 'PERSON_NAME' ], 'cryptoHashConfig': { 'cryptoKey': 'U2FsdGVkX19bS2oZsdbK9X5zi2utBn22uY+I2Vo0zOU=' } } } } }" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify" | Select-Object -Expand Content
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Get ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" | Select-Object -Expand Content
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_NUMBER", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-RestMethod ` -Method Get ` -Headers $headers ` -ContentType: "application/fhir+json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732" | ConvertTo-Json
{ "address": [ { "city": "Anycity", "district": "Anydistrict", "line": [ "123 Main Street" ], "period": { "start": "1990-12-05" }, "postalCode": "12345", "state": "CA", "text": "123 Main Street Anycity, Anydistrict, CA 12345", "type": "both", "use": "home" } ], "birthDate": "1980-12-05", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMAA" }, "name": [ { "family": "NlVBV12Hhb5DD8WNqlTpXboFxzlUSlqAmYDet/jIViQ=", "given": [ "FSH4D/IGb80a1rS0L0kqfC3DCDt6//17VPhIkOzH2pk=" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: 1980-12-05</p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
Output menunjukkan bahwa nilai untuk name.family
dan name.given
telah ditransformasikan menggunakan hashing kriptografis. Transformasi ini terjadi
akibat penggabungan ID Pasien dan nilai cryptoKey
yang diberikan.
Nilai name.family
dan name.given
baru konsisten untuk Pasien ini
antara de-identifikasi yang berjalan selama cryptoKey
yang sama diberikan.
ReplaceWithInfoTypeConfig
Cloud Healthcare API dapat mengubah data dengan mengganti nilai dengan
nama infoType
nilai. Anda dapat melakukannya dengan menentukan
pesan replaceWithInfoTypeConfig
.
Contoh berikut memperluas contoh yang digunakan dalam
Melakukan de-identifikasi jalur FHIR tertentu,
tetapi menentukan transformasi replaceWithInfoType
pada PERSON_NAME
dan jalur fieldMetadataList
yang ditetapkan ke Patient.HumanName
.
Setelah mengirim permintaan de-identifikasi ke Cloud Healthcare API, nilai name.family
dan name.given
akan diganti dengan infoType
nilai.
curl
curl -X POST \ -H "Authorization: Bearer $(gcloud auth application-default print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ --data "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': { 'fieldMetadataList': { 'paths': [ 'Patient.HumanName' ], 'action': 'INSPECT_AND_TRANSFORM' } }, 'text': { 'transformations': { 'infoTypes': [ 'PERSON_NAME' ], 'replaceWithInfoType': {} } } } }" "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify"
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID"
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/fhir+json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732"
{ "address": [ { "city": "Anycity", "district": "Anydistrict", "line": [ "123 Main Street" ], "period": { "start": "1990-12-05" }, "postalCode": "12345", "state": "CA", "text": "123 Main Street Anycity, Anydistrict, CA 12345", "type": "both", "use": "home" } ], "birthDate": "1980-12-05", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMAA" }, "name": [ { "family": "[PERSON_NAME]", "given": [ "[PERSON_NAME]" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: 1980-12-05</p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
PowerShell
$cred = gcloud auth application-default print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Post ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Body "{ 'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID', 'config': { 'fhir': { 'fieldMetadataList': { 'paths': [ 'Patient.HumanName' ], 'action': 'TRANSFORM' } }, 'text': { 'transformations': { 'infoTypes': [ 'PERSON_NAME' ], 'replaceWithInfoTypeConfig': {} } } } }" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify" | Select-Object -Expand Content
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
get
operasi
untuk melacak status operasi:
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Get ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" | Select-Object -Expand Content
"done": true
.
{ "name": "projects/PROJECT_ID/locations/REGION/datasets/SOURCE_DATASET_ID/operations/OPERATION_NUMBER", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.dataset.DatasetService.DeidentifyDataset", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/viewer/CLOUD_LOGGING_URL" }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifySummary", "successStoreCount": "1", "successResourceCount": "1" } }
$cred = gcloud auth print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-RestMethod ` -Method Get ` -Headers $headers ` -ContentType: "application/fhir+json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/REGION/datasets/DESTINATION_DATASET_ID/fhirStores/FHIR_STORE_ID/fhir/Patient/r77433dd-dkeuc-633743nfd-383nfdsjds732" | ConvertTo-Json
{ "address": [ { "city": "Anycity", "district": "Anydistrict", "line": [ "123 Main Street" ], "period": { "start": "1990-12-05" }, "postalCode": "12345", "state": "CA", "text": "123 Main Street Anycity, Anydistrict, CA 12345", "type": "both", "use": "home" } ], "birthDate": "1980-12-05", "gender": "female", "id": "r77433dd-dkeuc-633743nfd-383nfdsjds732", "meta": { "lastUpdated": "2018-01-01T2018-01-01T00:00:00+00:00", "versionId": "MTU0MDU4NTcxNjI2MTUxNDAwMAA" }, "name": [ { "family": "[PERSON_NAME]", "given": [ "[PERSON_NAME]" ], "use": "official" } ], "resourceType": "Patient", "text": { "div": "<div><p><b>Patient</b></p><p><b>Name</b>: Smith, Darcy</p><p><b>DateOfBirth</b>: 1980-12-05</p><p><b>Gender</b>: Female</p></div>", "status": "generated" } }
Output menunjukkan bahwa nilai untuk name.family
dan name.given
telah diganti dengan infoType nilai.
Melakukan de-identifikasi data di tingkat penyimpanan FHIR
Contoh sebelumnya menunjukkan cara melakukan de-identifikasi data FHIR di tingkat set data. Untuk mengubah permintaan de-identifikasi set data menjadi permintaan de-identifikasi penyimpanan FHIR, lakukan perubahan berikut:
- Ubah
destinationDataset
dalam isi permintaan menjadidestinationStore
- Tambahkan
fhirStores/DESTINATION_FHIR_STORE_ID
di akhir nilai didestinationStore
- Tambahkan
fhirStores/SOURCE_FHIR_STORE_ID
saat menentukan lokasi data sumber.
Contoh:
De-identifikasi tingkat set data:
'destinationDataset': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID' … "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID:deidentify"
De-identifikasi tingkat FHIR store:
'destinationStore': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID/fhirStores/DESTINATION_FHIR_STORE_ID' … "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/fhirStores/SOURCE_FHIR_STORE_ID:deidentify"
Contoh berikut memperluas Melakukan de-identifikasi jalur FHIR tertentu, tetapi de-identifikasi terjadi di satu penyimpanan FHIR dan data yang dide-identifikasi disalin ke penyimpanan FHIR baru. Perhatikan bahwa FHIR store yang dirujuk oleh DESTINATION_FHIR_STORE_ID harus sudah ada.
curl
curl -X POST \ -H "Authorization: Bearer $(gcloud auth application-default print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ --data "{ 'destinationStore': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID/fhirStores/DESTINATION_FHIR_STORE_ID', 'config': { 'fhir': { 'fieldMetadataList': [ { 'paths': [ 'Patient.HumanName' ], 'action': 'TRANSFORM' } ] } } }" "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/fhirStores/SOURCE_FHIR_STORE_ID:deidentify"
Jika permintaan berhasil, server akan menampilkan respons dalam format JSON:
{ "name": "projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
Respons berisi nama operasi. Anda dapat menggunakan
Metode get
operasi
untuk melacak status operasi:
curl -X GET \ -H "Authorization: Bearer $(gcloud auth application-default print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID"
Jika permintaan berhasil, server akan menampilkan respons dalam format JSON.
Setelah proses de-identifikasi selesai,
respons akan berisi "done": true
.
{ "name": "projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.deidentify.DeidentifyService.DeidentifyFhirStore", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/query/CLOUD_LOGGING_URL", "counter": { "success": "SUCCESS_COUNT" } }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifyFhirStoreSummary" } }
PowerShell
$cred = gcloud auth application-default print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Post ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Body "{ 'destinationStore': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID/fhirStores/DESTINATION_FHIR_STORE_ID', 'config': { 'fhir': { 'fieldMetadataList': [ { 'paths': [ 'Patient.HumanName' ], 'action': 'TRANSFORM' } ] } } }" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/fhirStores/SOURCE_FHIR_STORE_ID:deidentify" | Select-Object -Expand Content
Jika permintaan berhasil, server akan menampilkan respons dalam format JSON:
{ "name": "projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
Respons berisi ID operasi. Anda dapat menggunakan
Metode get
operasi
untuk melacak status operasi:
$cred = gcloud auth application-default print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Get ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" | Select-Object -Expand Content
Jika permintaan berhasil, server akan menampilkan respons dalam format JSON. Setelah proses de-identifikasi selesai, respons akan berisi "done": true
.
{ "name": "projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.deidentify.DeidentifyService.DeidentifyFhirStore", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/query/CLOUD_LOGGING_URL", "counter": { "success": "SUCCESS_COUNT" } }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifyFhirStoreSummary" } }
Melakukan de-identifikasi pada subset penyimpanan FHIR
Saat melakukan de-identifikasi data FHIR di tingkat penyimpanan FHIR, Anda dapat melakukan de-identifikasi subkumpulan data dengan menentukan filter.
Filter berbentuk daftar ID resource FHIR. Anda menentukan ID
dalam objek Resources
di dalam objek FhirFilter
.
Contoh berikut memperluas De-identifikasi data di tingkat penyimpanan FHIR, tetapi daftar dua ID resource FHIR (satu untuk Pasien dan satu untuk Pengamatan) disediakan yang menentukan resource mana yang dide-identifikasi.
curl
curl -X POST \ -H "Authorization: Bearer $(gcloud auth application-default print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ --data "{ 'destinationStore': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID/fhirStores/DESTINATION_FHIR_STORE_ID', 'config': { 'fhir': { 'fieldMetadataList': [ { 'action': 'TRANSFORM', 'paths': [ 'Patient.HumanName' ] } ] } }, 'resourceFilter': { 'resources': { 'resources': [ 'Patient/PATIENT_ID', 'Observation/OBSERVATION_ID' ] } } }" "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/fhirStores/SOURCE_FHIR_STORE_ID:deidentify"
Jika permintaan berhasil, server akan menampilkan respons dalam format JSON:
{ "name": "projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
Respons berisi nama operasi. Anda dapat menggunakan
Metode get
operasi
untuk melacak status operasi:
curl -X GET \ -H "Authorization: Bearer $(gcloud auth application-default print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID"
Jika permintaan berhasil, server akan menampilkan respons dalam format JSON.
Setelah proses de-identifikasi selesai,
respons akan berisi "done": true
.
{ "name": "projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.deidentify.DeidentifyService.DeidentifyFhirStore", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/query/CLOUD_LOGGING_URL", "counter": { "success": "SUCCESS_COUNT" } }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifyFhirStoreSummary" } }
PowerShell
$cred = gcloud auth application-default print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Post ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Body "{ 'destinationStore': 'projects/PROJECT_ID/locations/LOCATION/datasets/DESTINATION_DATASET_ID/fhirStores/DESTINATION_FHIR_STORE_ID', 'resourceFilter': { 'resources': { 'resources': [ 'Patient/PATIENT_ID', 'Observation/OBSERVATION_ID' ] } }, 'config': { 'fhir': { 'fieldMetadataList': [ { 'paths': [ 'Patient.HumanName' ], 'action': 'TRANSFORM' } ] } } }" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/fhirStores/SOURCE_FHIR_STORE_ID:deidentify" | Select-Object -Expand Content
Jika permintaan berhasil, server akan menampilkan respons dalam format JSON:
{ "name": "projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" }
Respons berisi ID operasi. Anda dapat menggunakan
Metode get
operasi
untuk melacak status operasi:
$cred = gcloud auth application-default print-access-token $headers = @{ Authorization = "Bearer $cred" } Invoke-WebRequest ` -Method Get ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -Uri "https://healthcare.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID" | Select-Object -Expand Content
Jika permintaan berhasil, server akan menampilkan respons dalam format JSON. Setelah proses de-identifikasi selesai, respons akan berisi "done": true
.
{ "name": "projects/PROJECT_ID/locations/LOCATION/datasets/SOURCE_DATASET_ID/operations/OPERATION_ID", "metadata": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.OperationMetadata", "apiMethodName": "google.cloud.healthcare.v1.deidentify.DeidentifyService.DeidentifyFhirStore", "createTime": "CREATE_TIME", "endTime": "END_TIME", "logsUrl": "https://console.cloud.google.com/logs/query/CLOUD_LOGGING_URL", "counter": { "success": "SUCCESS_COUNT" } }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.healthcare.v1.deidentify.DeidentifyFhirStoreSummary" } }
Melakukan de-identifikasi data di konsol Google Cloud
Anda dapat melakukan de-identifikasi data di konsol Google Cloud untuk set data atau penyimpanan FHIR. Konfigurasi de-identifikasi FHIR default digunakan untuk melakukan de-identifikasi set data dan penyimpanan FHIR. Untuk informasi selengkapnya, lihat De-identifikasi data FHIR default.
Melakukan de-identifikasi data untuk set data
Untuk menghapus identitas data untuk set data, selesaikan langkah-langkah berikut:
Di konsol Google Cloud, buka halaman Datasets.
Pilih Hapus identifikasi dari daftar Tindakan untuk set data yang Anda hapus identifikasinya.
Halaman De-identify Dataset akan ditampilkan.
Pilih Set destination dataset dan masukkan nama untuk set data baru guna menyimpan data yang dide-identifikasi.
Klik De-identify untuk melakukan de-identifikasi data dalam set data.
Melakukan de-identifikasi data di penyimpanan FHIR
Untuk melakukan de-identifikasi data di penyimpanan FHIR, selesaikan langkah-langkah berikut:
Di konsol Google Cloud, buka halaman Datasets.
Klik set data yang datanya ingin Anda de-identifikasi.
Dalam daftar penyimpanan FHIR, pilih De-identify dari daftar Actions untuk penyimpanan FHIR yang Anda de-identifikasi.
Halaman De-identify FHIR Store akan ditampilkan.
Pilih Set destination data store, lalu pilih set data dan penyimpanan FHIR tempat data yang dide-identifikasi disimpan.
Catatan: Jika ingin menyimpan data yang dide-identifikasi di penyimpanan FHIR baru, Anda harus membuat penyimpanan baru terlebih dahulu, lalu memilihnya sebagai penyimpanan FHIR tujuan.
Klik De-identify untuk melakukan de-identifikasi data di penyimpanan FHIR.
Memecahkan masalah operasi de-identifikasi FHIR
Jika terjadi error selama operasi de-identifikasi FHIR, error tersebut akan dicatat ke Cloud Logging. Untuk mengetahui informasi selengkapnya, lihat artikel Melihat log error di Cloud Logging.
Jika seluruh operasi menampilkan error, lihat Memecahkan masalah operasi yang berjalan lama.