Radiology Insights - Create Job

Reference

Service:: Cognitive Services

API Version:: 2024-04-01

Create Radiology Insights job
Creates a Radiology Insights job with the given request body.

PUT {endpoint}/health-insights/radiology-insights/jobs/{id}?api-version=2024-04-01

With optional parameters:

PUT {endpoint}/health-insights/radiology-insights/jobs/{id}?api-version=2024-04-01&expand={expand}

URI Parameters

Name	In	Required	Type	Description
endpoint	path	True	string uri	Supported Cognitive Services endpoints (protocol and hostname, for example: https://westus2.api.cognitive.microsoft.com).
id	path	True	string	The unique ID of the job. Regex pattern: `^[a-zA-Z0-9][a-zA-Z0-9-_]+[a-zA-Z0-9]$`
api-version	query	True	string	The API version to use for this operation.
expand	query		string[]	Expand the indicated resources into the response.

Request Body

Name	Type	Description
jobData	RadiologyInsightsData	The request data for the operation.

Responses

Name	Type	Description
200 OK	RadiologyInsightsJob	The request has succeeded. Headers Operation-Location: string x-ms-request-id: string
201 Created	RadiologyInsightsJob	The request has succeeded and a new resource has been created as a result. Headers Operation-Location: string x-ms-request-id: string
Other Status Codes	HealthInsightsErrorResponse	An unexpected error response. Headers x-ms-error-code: string x-ms-request-id: string

Name

Type

Description

200 OK

RadiologyInsightsJob

The request has succeeded.

Headers

Operation-Location: string
x-ms-request-id: string

201 Created

RadiologyInsightsJob

The request has succeeded and a new resource has been created as a result.

Headers

Operation-Location: string
x-ms-request-id: string

Other Status Codes

HealthInsightsErrorResponse

An unexpected error response.

Headers

x-ms-error-code: string
x-ms-request-id: string

Security

Ocp-Apim-Subscription-Key

The secret key for your Azure Cognitive Services subscription.

Type: apiKey
In: header

EntraIdToken

The Microsoft Entra Id Flow

Type: oauth2
Flow: accessCode
Authorization URL: https://login.microsoftonline.com/common/oauth2/authorize
Token URL: https://login.microsoftonline.com/common/oauth2/token

Scopes

Name	Description
https://cognitiveservices.azure.com/.default

Examples

Creates a Radiology Insights job with the given request body.

Sample request

HTTP

PUT {endpoint}/health-insights/radiology-insights/jobs/ad28aef5-87f3-4d2d-97eb-5cdeb4519d12?api-version=2024-04-01/health-insights/radiology-insights/jobs/ad28aef5-87f3-4d2d-97eb-5cdeb4519d12?api-version=2024-04-01&expand={expand}

{
  "jobData": {
    "configuration": {
      "inferenceOptions": {
        "followupRecommendationOptions": {
          "includeRecommendationsWithNoSpecifiedModality": false,
          "includeRecommendationsInReferences": false,
          "provideFocusedSentenceEvidence": false
        },
        "findingOptions": {
          "provideFocusedSentenceEvidence": false
        }
      },
      "inferenceTypes": [
        "finding",
        "ageMismatch",
        "lateralityDiscrepancy",
        "sexMismatch",
        "completeOrderDiscrepancy",
        "limitedOrderDiscrepancy",
        "criticalResult",
        "criticalRecommendation",
        "followupRecommendation",
        "followupCommunication",
        "radiologyProcedure"
      ],
      "locale": "en-US",
      "verbose": false,
      "includeEvidence": true
    },
    "patients": [
      {
        "id": "sample id 1",
        "details": {
          "sex": "male",
          "clinicalInfo": [
            {
              "resourceType": "Observation",
              "status": "unknown",
              "code": {
                "coding": [
                  {
                    "system": "http://www.nlm.nih.gov/research/umls",
                    "code": "C0018802",
                    "display": "MalignantNeoplasms"
                  }
                ]
              },
              "valueBoolean": "true"
            }
          ]
        },
        "encounters": [
          {
            "id": "encounterid1",
            "period": {
              "start": "2023-12-21T00:00:00",
              "end": "2023-12-21T00:00:00"
            },
            "class": "inpatient"
          }
        ],
        "patientDocuments": [
          {
            "type": "note",
            "clinicalType": "radiologyReport",
            "id": "docid1",
            "language": "en",
            "authors": [
              {
                "id": "authorid1",
                "fullName": "authorname1"
              }
            ],
            "specialtyType": "radiology",
            "createdAt": "2023-12-21T00:00:00",
            "administrativeMetadata": {
              "orderedProcedures": [
                {
                  "code": {
                    "coding": [
                      {
                        "system": "Http://hl7.org/fhir/ValueSet/cpt-all",
                        "code": "111111",
                        "display": "CT ABD/PELVIS"
                      }
                    ]
                  },
                  "description": "CT ABD/PELVIS"
                }
              ],
              "encounterId": "encounterid1"
            },
            "content": {
              "sourceType": "inline",
              "value": "[**2143-4-13**] 5:04 PM\r\nCT ABD W&W/O C; CT CHEST W&W/O C                                Clip # [**Clip Number (Radiology) 38350**]\r\nCT PELVIS W&W/O C\r\nReason: ? PE, evidence of pneumonia\r\nAdmitting Diagnosis: SEPSIS\r\nField of view: 38 Contrast: OPTIRAY Amt: 130\r\n______________________________________________________________________________\r\n[**Hospital 4**] MEDICAL CONDITION:\r\n52 year old man with urosepsis, s/p nephrostogram on [**4-12**], today with acute\r\nSOB, fever, rigors.\r\nREASON FOR THIS EXAMINATION:\r\n? PE, evidence of pneumonia\r\nNo contraindications for IV contrast\r\n______________________________________________________________________________\r\nFINAL REPORT\r\nINDICATION:  History of urosepsis status post nephrostogram on [**4-12**], today\r\nwith acute shortness of breath, fevers, and rigors.  Also reported hematocrit\r\ndrop.  Evaluate for pulmonary embolism or hematoma.\r\nCOMPARISON:  Non-contrast CT of the abdomen and pelvis dated [**2143-4-11**].\r\nTECHNIQUE:  MDCT acquired images of the chest, abdomen, and pelvis were\r\nobtained before and after the administration of IV contrast.  A true CT\r\nangiogram could not be performed due to lack of appropriate intravenous\r\naccess.\r\nCT OF THE CHEST WITHOUT AND WITH IV CONTRAST:  Evaluation of the pulmonary\r\narteries is limited with no large central pulmonary embolism seen.  Evaluation\r\nof the segmental and subsegmental branches is limited.  There is a central\r\nvenous catheter that terminates in the right atrium.  There are numerous small\r\nmesenteric and axillary lymph nodes that do not meet CT criteria for\r\npathologic enlargement.  There are coronary artery calcifications.  There are\r\nbilateral small layering pleural effusions with associated compressive\r\natelectasis.  The images of the lungs are limited due to motion.  There\r\nappears to be a patchy, predominantly ground-glass opacity in both lower\r\nlobes, left worse than right.  The aorta appears intact. There is debris in\r\nthe trachea.\r\nCT OF THE ABDOMEN WITHOUT AND WITH IV CONTRAST:  There is high-density\r\nmaterial tracking along the course of a dilated left ureter consistent with\r\nhemorrhage that is new compared to the previous study.  New stranding in the\r\nleft retroperitoneum is also present consistent with retroperitoneal\r\nhemorrhage.  Perinephric stranding is present, as was seen on the previous\r\nstudy.  The degree of dilatation of the left ureter is unchanged.  Several\r\nfoci of air outside of the collecting system are present, presumably\r\npostprocedural in nature.  Contrast-enhanced images show abnormal perfusion of\r\nthe left kidney with a striated appearance, most severe at the upper pole with\r\nperipheral wedge-shaped hypoenhancing areas also present on top of the areas\r\nof reduced perfusion.  No active extravasation of contrast is seen.  The right\r\nkidney is normal.  The liver, spleen, and adrenal glands are unremarkable.\r\nPancreas is unremarkable with slightly prominent distal common bile duct\r\nmeasuring up to 8-9 mm.  There is a small cystic lesion measuring 5 mm at the\r\nhead of the pancreas (series 10, image 143).  Small and large bowel are\r\n(Over)\r\n[**2143-4-13**] 5:04 PM\r\nCT ABD W&W/O C; CT CHEST W&W/O C                                Clip # [**Clip Number (Radiology) 38350**]\r\nCT PELVIS W&W/O C\r\nReason: ? PE, evidence of pneumonia\r\nAdmitting Diagnosis: SEPSIS\r\nField of view: 38 Contrast: OPTIRAY Amt: 130\r\n______________________________________________________________________________\r\nFINAL REPORT\r\n(Cont)\r\ngrossly unremarkable.  The aorta, celiac artery, superior mesenteric artery,\r\ninferior mesenteric artery, and renal arteries appear patent.\r\nCT OF THE PELVIS WITHOUT AND WITH IV CONTRAST:  The prostate gland is\r\nenlarged.  Thickening of the bladder wall is again demonstrated.  Several foci\r\nof air within the bladder are presumably secondary to the Foley catheter.  The\r\nrectum and sigmoid colon are unremarkable.\r\nBONE WINDOWS:  There are degenerative changes with no suspicious lytic or\r\nsclerotic lesions.\r\nIMPRESSION:\r\n1.  New high-density material surrounding the left ureter and tracking within\r\nthe retroperitoneum consistent with hemorrhage.\r\n2.  Abnormal perfusion of the left kidney, most severe at the upper pole.\r\nFindings are consistent with pyelonephritis.  Edema and abnormal perfusion at\r\nthe upper pole and interpolar region medially with multiple peripheral\r\nhypoenhancing wedge- shaped regions likely represent ischemia and a component\r\nof infarction.\r\n3.  Limited examination for pulmonary embolism due to suboptimal contrast\r\nbolus with no large central embolus seen.  Evaluation of distal segmental and\r\nsubsegmental branches is limited.\r\n4.  Small bilateral layering pleural effusions with associated compressive\r\natelectasis. Patchy predominantly ground-glass opacities in both lower lobes,\r\nleft worse than right could represent pneumonia or pneumonitis.\r\n5.  5mm cystic lesion in the head of the pancreas. Recommend 1 year follow up.\r\nThe above was discussed with Dr. [**First Name8 (NamePattern2) 951**] [**Last Name (NamePattern1) 1238**] at approximately 6:30 p.m. on\r\n[**2143-4-13**].\r\n"
            }
          }
        ]
      }
    ]
  }
}

Sample response

Status code:: 200

x-ms-request-id: c7e9a8d7-6b5f-4e3d-9a2c-1f8b0e2c3f4a
Operation-Location: {endpoint}/health-insights/radiology-insights/jobs/{id}?api-version=2024-04-01

{
  "status": "notStarted",
  "id": "ad28aef5-87f3-4d2d-97eb-5cdeb4519d12"
}

Status code:: 201

x-ms-request-id: c7e9a8d7-6b5f-4e3d-9a2c-1f8b0e2c3f4a
Operation-Location: {endpoint}/health-insights/radiology-insights/jobs/{id}?api-version=2024-04-01

{
  "status": "notStarted",
  "id": "ad28aef5-87f3-4d2d-97eb-5cdeb4519d12"
}

Definitions

Name	Description
AgeMismatchInference	A notification for age mismatch is displayed when the age mentioned in a document for a specific patient does not match the age specified in the patient information.
Azure.Core.Foundations.Error	The error object.
Azure.Core.Foundations.InnerError	An object containing more specific information about the error. As per Microsoft One API guidelines - https://github.com/Microsoft/api-guidelines/blob/vNext/Guidelines.md#7102-error-condition-responses.
ClinicalDocumentType	The type of the clinical document.
CompleteOrderDiscrepancyInference	A complete order discrepancy is shown when one or more body parts and/or measurements that should be in the document (because there is a complete order) are not present.
CriticalResult	Critical Result consists of two properties.
CriticalResultInference	Critical results refer to findings of utmost importance that may require timely attention due to their potential impact on patient care.
DocumentAdministrativeMetadata	Document administrative metadata
DocumentAuthor	Document author
DocumentContent	The content of the patient document.
DocumentContentSourceType	The type of the content's source. In case the source type is 'inline', the content is given as a string (for instance, text). In case the source type is 'reference', the content is given as a URI.
DocumentType	The type of the patient document, such as 'note' (text document) or 'fhirBundle' (FHIR JSON document).
EncounterClass	Known values codes that can be used to indicate the class of encounter (TODO://Based on FHIR value set--http://....).
Fhir.R4.Annotation	A text note which also contains information about who made the statement and when Based on FHIR Annotation
Fhir.R4.CodeableConcept	Concept - reference to a terminology or just text Based on FHIR CodeableConcept
Fhir.R4.Coding	A Coding is a representation of a defined concept using a symbol from a defined "code system". Based on FHIR Coding
Fhir.R4.Extension	Base for all elements Based on FHIR Element
Fhir.R4.Identifier	An identifier intended for computation Based on FHIR Identifier
Fhir.R4.Meta	Metadata about a resource Based on FHIR Meta
Fhir.R4.Narrative	Any resource that is a DomainResource may include a human-readable narrative that contains a summary of the resource and may be used to represent the content of the resource to a human. Based on FHIR Narrative
Fhir.R4.Observation	Detailed information about observations Based on FHIR Observation
Fhir.R4.ObservationComponent	Component results Based on FHIR Observation.component
Fhir.R4.ObservationReferenceRange	Provides guide for interpretation of component result Based on FHIR Observation.referenceRange
Fhir.R4.Period	A time period defined by a start and end date and optionally time Based on FHIR Period
Fhir.R4.Quantity	A measured or measurable amount Based on FHIR Quantity
Fhir.R4.Range	A set of ordered Quantities defined by a low and high limit Based on FHIR Range
Fhir.R4.Ratio	A ratio of two Quantity values - a numerator and a denominator Based on FHIR Ratio
Fhir.R4.Reference	A reference from one resource to another Based on FHIR Reference
Fhir.R4.Resource	Resource is the ancestor of DomainResource from which most resources are derived. Bundle, Parameters, and Binary extend Resource directly. Based on [FHIR Resource](https://www.hl7.org/fhir/r4/resource.html
Fhir.R4.SampledData	A series of measurements taken by a device Based on FHIR SampledData
FindingInference	Findings in a radiology report typically describe abnormalities, lesions, or other notable observations related to the anatomy or pathology of the imaged area.
FindingOptions	Finding options.
FollowupCommunicationInference	Follow-up communication involves the exchange of important information, recommendations, or updates between radiologists and other healthcare professionals involved in a patient's care.
FollowupRecommendationInference	Follow-up recommendations offer guidance to healthcare providers on managing and monitoring patients based on the findings of imaging studies.
FollowupRecommendationOptions	Follow-up recommendation options.
GenericProcedureRecommendation	Generic procedure information.
HealthInsightsErrorResponse	A response containing error details.
ImagingProcedure	Imaging procedure.
ImagingProcedureRecommendation	Imaging procedures.
JobStatus	The status of the processing job.
LateralityDiscrepancyInference	A laterality mismatch occurs when there is a discrepancy between the clinical documentation and the ordered procedure (orderLateralityMismatch), a contradiction within the clinical document (textLateralityContradiction), or when no laterality is mentioned (textLateralityMissing).
LateralityDiscrepancyType	Laterality discrepancy type
LimitedOrderDiscrepancyInference	A limited order discrepancy occurs when there is a limited order, but all body parts and measurements that are needed for a complete order are present in the document.
MedicalProfessionalType	Medical Professional Type
ObservationStatusCodeType	registered \| preliminary \| final \| amended +
OrderedProcedure	Procedure information
PatientDetails	Patient structured information, including demographics and known structured clinical information.
PatientDocument	A clinical document related to a patient. Document here is in the wide sense - not just a text document (note).
PatientEncounter	visit/encounter information
PatientRecord	A patient record, including their clinical information and data.
PatientSex	The patient's sex.
RadiologyCodeWithTypes	Radiology code with types : used in imaging procedure recommendation for contrast and view.
RadiologyInsightsData	Contains the list of patients, and configuration data.
RadiologyInsightsInferenceOptions	Options regarding follow up recommendation inferences and finding inferences.
RadiologyInsightsInferenceResult	The inference results for the Radiology Insights request. If field 'status' has value 'succeeded', then field 'result' will contain an instance of RadiologyInsightsInferenceResult.
RadiologyInsightsInferenceType	A Radiology Insights inference types.
RadiologyInsightsJob	Response for the Radiology Insights request.
RadiologyInsightsModelConfiguration	Configuration affecting the Radiology Insights model's inference.
RadiologyInsightsPatientResult	Results of the model's work for a single patient.
RadiologyProcedureInference	Radiology procedures are the specific imaging studies or examinations ordered for the patient, extracted from the document information and text.
RecommendationFinding	Finding reference for recommendation.
RecommendationFindingStatusType	Recommendation finding status
SexMismatchInference	A notification for a sex mismatch is displayed when the gender, personal pronouns, gender-related body parts, or gender-related procedures mentioned in a patient's clinical document are either inconsistent or do not match the gender specified in the patient information.
SpecialtyType	Known values codes that can be used to indicate the type of the Specialty.
TimePeriod	A duration of time during which an event is happening

AgeMismatchInference

A notification for age mismatch is displayed when the age mentioned in a document for a specific patient does not match the age specified in the patient information.

Name	Type	Description
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
kind	string: ageMismatch	Discriminator property for RadiologyInsightsInference.

Azure.Core.Foundations.Error

The error object.

Name	Type	Description
code	string	One of a server-defined set of error codes.
details	Azure.Core.Foundations.Error[]	An array of details about specific errors that led to this reported error.
innererror	Azure.Core.Foundations.InnerError	An object containing more specific information than the current object about the error.
message	string	A human-readable representation of the error.
target	string	The target of the error.

Azure.Core.Foundations.InnerError

An object containing more specific information about the error. As per Microsoft One API guidelines - https://github.com/Microsoft/api-guidelines/blob/vNext/Guidelines.md#7102-error-condition-responses.

Name	Type	Description
code	string	One of a server-defined set of error codes.
innererror	Azure.Core.Foundations.InnerError	Inner error.

ClinicalDocumentType

The type of the clinical document.

Name	Type	Description
consultation	string
dischargeSummary	string
historyAndPhysical	string
laboratory	string
pathologyReport	string
procedure	string
progress	string
radiologyReport	string

CompleteOrderDiscrepancyInference

A complete order discrepancy is shown when one or more body parts and/or measurements that should be in the document (because there is a complete order) are not present.

Name	Type	Description
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
kind	string: completeOrderDiscrepancy	Discriminator property for RadiologyInsightsInference.
missingBodyPartMeasurements	Fhir.R4.CodeableConcept[]	List of missing body parts that require measurement by a complete order : SNOMED CT codes.
missingBodyParts	Fhir.R4.CodeableConcept[]	List of missing body parts required by a complete order : SNOMED CT codes.
orderType	Fhir.R4.CodeableConcept	Order type : CPT ultrasound complete code for abdomen, retroperitoneal, pelvis or breast.

CriticalResult

Critical Result consists of two properties.

Name	Type	Description
description	string	Description : medical problem.
finding	Fhir.R4.Observation	Finding linked to the critical result.

CriticalResultInference

Critical results refer to findings of utmost importance that may require timely attention due to their potential impact on patient care.

Name	Type	Description
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
kind	string: criticalResult	Discriminator property for RadiologyInsightsInference.
result	CriticalResult	The complete Critical Result, as outlined below, will be reused for the recommendation.

DocumentAdministrativeMetadata

Document administrative metadata

Name	Type	Description
encounterId	string	Reference to the encounter associated with the document.
orderedProcedures	OrderedProcedure[]	List of procedure information associated with the document.

DocumentAuthor

Document author

Name	Type	Description
fullName	string	Text representation of the full name
id	string	author id

DocumentContent

The content of the patient document.

Name	Type	Description
sourceType	DocumentContentSourceType	The type of the content's source. In case the source type is 'inline', the content is given as a string (for instance, text). In case the source type is 'reference', the content is given as a URI.
value	string	The content of the document, given either inline (as a string) or as a reference (URI).

DocumentContentSourceType

The type of the content's source. In case the source type is 'inline', the content is given as a string (for instance, text). In case the source type is 'reference', the content is given as a URI.

Name	Type	Description
inline	string	The content is given as a string (for instance, text).
reference	string	The content is given as a URI.

DocumentType

The type of the patient document, such as 'note' (text document) or 'fhirBundle' (FHIR JSON document).

Name	Type	Description
dicom	string
fhirBundle	string
genomicSequencing	string
note	string

EncounterClass

Known values codes that can be used to indicate the class of encounter (TODO://Based on FHIR value set--http://....).

Name	Type	Description
ambulatory	string	The term ambulatory usually implies that the patient has come to the location and is not assigned to a bed. Sometimes referred to as an outpatient encounter.
emergency	string	A patient encounter that takes place at a dedicated healthcare service delivery location where the patient receives immediate evaluation and treatment, provided until the patient can be discharged or responsibility for the patient's care is transferred elsewhere (for example, the patient could be admitted as an inpatient or transferred to another facility.
healthHome	string	Healthcare encounter that takes place in the residence of the patient or a designee
inpatient	string	A patient encounter where a patient is admitted by a hospital or equivalent facility, assigned to a location where patients generally stay at least overnight and provided with room, board, and continuous nursing service.
observation	string	An encounter where the patient usually will start in different encounter, such as one in the emergency department but then transition to this type of encounter because they require a significant period of treatment and monitoring to determine whether or not their condition warrants an inpatient admission or discharge.
virtual	string	A patient encounter where the patient is not physically present for the encounter, such as in a telehealth encounter, phone call, or electronic communication.

Fhir.R4.Annotation

A text note which also contains information about who made the statement and when Based on FHIR Annotation

Name	Type	Description
authorString	string	Individual responsible for the annotation
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
id	string	Unique id for inter-element referencing
text	string	The annotation - text content (as markdown)
time	string	When the annotation was made

Fhir.R4.CodeableConcept

Concept - reference to a terminology or just text Based on FHIR CodeableConcept

Name	Type	Description
coding	Fhir.R4.Coding[]	Code defined by a terminology system
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
id	string	Unique id for inter-element referencing
text	string	Plain text representation of the concept

Fhir.R4.Coding

A Coding is a representation of a defined concept using a symbol from a defined "code system". Based on FHIR Coding

Name	Type	Description
code	string	Symbol in syntax defined by the system
display	string	Representation defined by the system
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
id	string	Unique id for inter-element referencing
system	string	Identity of the terminology system
version	string	Version of the system - if relevant

Fhir.R4.Extension

Base for all elements Based on FHIR Element

Name	Type	Description
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
id	string	Unique id for inter-element referencing
url	string	Source of the definition for the extension code - a logical name or a URL.
valueBoolean	boolean	Value as boolean
valueCodeableConcept	Fhir.R4.CodeableConcept	Value as CodeableConcept
valueDateTime	string	Value as dateTime.
valueInteger	integer	Value as integer
valuePeriod	Fhir.R4.Period	Value as Period.
valueQuantity	Fhir.R4.Quantity	Value as Quantity
valueRange	Fhir.R4.Range	Value as Range.
valueRatio	Fhir.R4.Ratio	Value as Ratio.
valueReference	Fhir.R4.Reference	Value as reference.
valueSampledData	Fhir.R4.SampledData	Value as SampledData.
valueString	string	Value as string
valueTime	string	Value as time (hh:mm:ss)

Fhir.R4.Identifier

An identifier intended for computation Based on FHIR Identifier

Name	Type	Description
assigner	Fhir.R4.Reference	Organization that issued id (may be just text)
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
id	string	Unique id for inter-element referencing
period	Fhir.R4.Period	Time period when id is/was valid for use
system	string	The namespace for the identifier value
type	Fhir.R4.CodeableConcept	Description of identifier
use	string	usual \| official \| temp \| secondary \| old (If known)
value	string	The value that is unique

Fhir.R4.Meta

Metadata about a resource Based on FHIR Meta

Name	Type	Description
lastUpdated	string	When the resource last changed - e.g. when the version changed.
profile	string[]	A list of profiles (references to StructureDefinition resources) that this resource claims to conform to. The URL is a reference to StructureDefinition.url.
security	Fhir.R4.Coding[]	Security labels applied to this resource. These tags connect specific resources to the overall security policy and infrastructure.
source	string	A uri that identifies the source system of the resource. This provides a minimal amount of Provenance information that can be used to track or differentiate the source of information in the resource. The source may identify another FHIR server, document, message, database, etc.
tag	Fhir.R4.Coding[]	Tags applied to this resource. Tags are intended to be used to identify and relate resources to process and workflow, and applications are not required to consider the tags when interpreting the meaning of a resource.
versionId	string	The version specific identifier, as it appears in the version portion of the URL. This value changes when the resource is created, updated, or deleted.

Fhir.R4.Narrative

Any resource that is a DomainResource may include a human-readable narrative that contains a summary of the resource and may be used to represent the content of the resource to a human. Based on FHIR Narrative

Name	Type	Description
div	string	xhtml
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
id	string	Unique id for inter-element referencing
status	string	generated, extensions, additional, empty

Fhir.R4.Observation

Detailed information about observations Based on FHIR Observation

Name	Type	Description
bodySite	Fhir.R4.CodeableConcept	Observed body part
category	Fhir.R4.CodeableConcept[]	Classification of type of observation
code	Fhir.R4.CodeableConcept	Type of observation (code / type)
component	Fhir.R4.ObservationComponent[]	Component results
contained	Fhir.R4.Resource[]	Contained, inline Resources
dataAbsentReason	Fhir.R4.CodeableConcept	Why the result is missing
derivedFrom	Fhir.R4.Reference[]	Related measurements the observation is made from
effectiveDateTime	string	Clinically relevant time/time-period for observation
effectiveInstant	string	Clinically relevant time/time-period for observation
effectivePeriod	Fhir.R4.Period	Clinically relevant time/time-period for observation
encounter	Fhir.R4.Reference	Healthcare event during which this observation is made
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
hasMember	Fhir.R4.Reference[]	Related resource that belongs to the Observation group
id	string	Resource Id
identifier	Fhir.R4.Identifier[]	Business Identifier for observation
implicitRules	string	A set of rules under which this content was created
interpretation	Fhir.R4.CodeableConcept[]	High, low, normal, etc.
issued	string	Date/Time this version was made available
language	string	Language of the resource content
meta	Fhir.R4.Meta	Metadata about the resource
method	Fhir.R4.CodeableConcept	How it was done
modifierExtension	Fhir.R4.Extension[]	Extensions that cannot be ignored
note	Fhir.R4.Annotation[]	Comments about the observation
referenceRange	Fhir.R4.ObservationReferenceRange[]	Provides guide for interpretation
resourceType	string: Observation	Discriminator property for DomainResource.
status	ObservationStatusCodeType	registered \| preliminary \| final \| amended +
subject	Fhir.R4.Reference	Who and/or what the observation is about
text	Fhir.R4.Narrative	Text summary of the resource, for human interpretation
valueBoolean	boolean	Actual result
valueCodeableConcept	Fhir.R4.CodeableConcept	Actual result
valueDateTime	string	Actual result
valueInteger	integer	Actual result
valuePeriod	Fhir.R4.Period	Actual result
valueQuantity	Fhir.R4.Quantity	Actual result
valueRange	Fhir.R4.Range	Actual result
valueRatio	Fhir.R4.Ratio	Actual result
valueSampledData	Fhir.R4.SampledData	Actual result
valueString	string	Actual result
valueTime	string	Actual result

Fhir.R4.ObservationComponent

Component results Based on FHIR Observation.component

Name	Type	Description
code	Fhir.R4.CodeableConcept	Type of component observation (code / type)
dataAbsentReason	Fhir.R4.CodeableConcept	Why the component result is missing
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
id	string	Unique id for inter-element referencing
interpretation	Fhir.R4.CodeableConcept[]	High, low, normal, etc.
referenceRange	Fhir.R4.ObservationReferenceRange[]	Provides guide for interpretation of component result
valueBoolean	boolean	Value as boolean
valueCodeableConcept	Fhir.R4.CodeableConcept	Value as CodeableConcept
valueDateTime	string	Value as dateTime.
valueInteger	integer	Value as integer
valuePeriod	Fhir.R4.Period	Value as Period.
valueQuantity	Fhir.R4.Quantity	Value as Quantity
valueRange	Fhir.R4.Range	Value as Range.
valueRatio	Fhir.R4.Ratio	Value as Ratio.
valueReference	Fhir.R4.Reference	Value as reference.
valueSampledData	Fhir.R4.SampledData	Value as SampledData.
valueString	string	Value as string
valueTime	string	Value as time (hh:mm:ss)

Fhir.R4.ObservationReferenceRange

Provides guide for interpretation of component result Based on FHIR Observation.referenceRange

Name	Type	Description
age	Fhir.R4.Range	Applicable age range, if relevant
appliesTo	Fhir.R4.CodeableConcept[]	Reference range population
high	Fhir.R4.Quantity	High Range, if relevant
low	Fhir.R4.Quantity	Low Range, if relevant
text	string	Text based reference range in an observation
type	Fhir.R4.CodeableConcept	Reference range qualifier

Fhir.R4.Period

A time period defined by a start and end date and optionally time Based on FHIR Period

Name	Type	Description
end	string	End time with inclusive boundary, if not ongoing
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
id	string	Unique id for inter-element referencing
start	string	Starting time with inclusive boundary

Fhir.R4.Quantity

A measured or measurable amount Based on FHIR Quantity

Name	Type	Description
code	string	Coded form of the unit
comparator	string	< \| <= \| >= \| > - how to understand the value
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
id	string	Unique id for inter-element referencing
system	string	System that defines coded unit form
unit	string	Unit representation
value	number	Numerical value (with implicit precision)

Fhir.R4.Range

A set of ordered Quantities defined by a low and high limit Based on FHIR Range

Name	Type	Description
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
high	Fhir.R4.Quantity	High limit
id	string	Unique id for inter-element referencing
low	Fhir.R4.Quantity	Low limit

Fhir.R4.Ratio

A ratio of two Quantity values - a numerator and a denominator Based on FHIR Ratio

Name	Type	Description
denominator	Fhir.R4.Quantity	Denominator value
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
id	string	Unique id for inter-element referencing
numerator	Fhir.R4.Quantity	Numerator value

Fhir.R4.Reference

A reference from one resource to another Based on FHIR Reference

Name	Type	Description
display	string	Text alternative for the resource
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
id	string	Unique id for inter-element referencing
identifier	Fhir.R4.Identifier	Logical reference, when literal reference is not known
reference	string	Literal reference, Relative, internal or absolute URL
type	string	Type the reference refers to (e.g. "Patient")

Fhir.R4.Resource

Resource is the ancestor of DomainResource from which most resources are derived. Bundle, Parameters, and Binary extend Resource directly. Based on [FHIR Resource](https://www.hl7.org/fhir/r4/resource.html

Name	Type	Description
id	string	Resource Id
implicitRules	string	A set of rules under which this content was created
language	string	Language of the resource content
meta	Fhir.R4.Meta	Metadata about the resource
resourceType	string	The type of resource

Fhir.R4.SampledData

A series of measurements taken by a device Based on FHIR SampledData

Name	Type	Description
data	string	Decimal values with spaces, or "E" \| "U" \| "L"
dimensions	integer	Number of sample points at each time point
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
factor	number	Multiply data by this before adding to origin
id	string	Unique id for inter-element referencing
lowerLimit	number	Lower limit of detection
origin	Fhir.R4.Quantity	Zero value and units
period	number	Number of milliseconds between samples
upperLimit	number	Upper limit of detection

FindingInference

Findings in a radiology report typically describe abnormalities, lesions, or other notable observations related to the anatomy or pathology of the imaged area.

Name	Type	Description
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
finding	Fhir.R4.Observation	Finding data : contains extensions, fields and components linked with the finding.
kind	string: finding	Discriminator property for RadiologyInsightsInference.

FindingOptions

Finding options.

Name	Type	Description
provideFocusedSentenceEvidence	boolean	If this is true, provide the sentence that contains the first token of the finding's clinical indicator (i.e. the medical problem), if there is one. This sentence is provided as an extension with url 'ci_sentence', next to the token evidence. Default is false.

FollowupCommunicationInference

Follow-up communication involves the exchange of important information, recommendations, or updates between radiologists and other healthcare professionals involved in a patient's care.

Name	Type	Description
communicatedAt	string[]	Communication date and time.
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
kind	string: followupCommunication	Discriminator property for RadiologyInsightsInference.
recipient	MedicalProfessionalType[]	Recipient of the communication.
wasAcknowledged	boolean	Communication was acknowledged.

FollowupRecommendationInference

Follow-up recommendations offer guidance to healthcare providers on managing and monitoring patients based on the findings of imaging studies.

Name	Type	Description
effectiveAt	string	Date and time are displayed when the procedure is recommended to be done at a specific point in time.
effectivePeriod	Fhir.R4.Period	The period is shown if a specific period is mentioned, with a start and end date-time.
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
findings	RecommendationFinding[]	Findings related to the recommendation.
isConditional	boolean	The conditional value indicates whether or not the sentence containing the recommendation includes a conditional statement. Keywords for conditional statements include 'if', 'when', 'unless', and so on.
isGuideline	boolean	The guideline value indicates whether or not the recommendation is part of a guideline section that compiles all recommendations applicable to various findings.
isHedging	boolean	Hedging refers to ambiguous, vague or imprecise language within the sentence of the recommendation. Keywords for hedging are 'can be','may be',and so on.
isOption	boolean	The option value indicates whether or not the sentence containing the recommendation includes an optional statement. Keywords for optional statements include 'recommend', 'consider', and so on.
kind	string: followupRecommendation	Discriminator property for RadiologyInsightsInference.
recommendedProcedure	ProcedureRecommendation: GenericProcedureRecommendation ImagingProcedureRecommendation	The procedure recommendation can be a generic procedure or an imaging procedure.

FollowupRecommendationOptions

Follow-up recommendation options.

Name	Type	Description
includeRecommendationsInReferences	boolean	Include/Exclude follow-up recommendations in references to a guideline or article. Default is false.
includeRecommendationsWithNoSpecifiedModality	boolean	Include/Exclude follow-up recommendations without a specific radiology procedure. Default is false.
provideFocusedSentenceEvidence	boolean	If this is true, provide one or more sentences as evidence for the recommendation, next to the token evidence. The start and end positions of these sentences will be put in an extension with url 'modality_sentences'. Default is false.

GenericProcedureRecommendation

Generic procedure information.

Name	Type	Description
code	Fhir.R4.CodeableConcept	Procedure modality : SNOMED CT code.
description	string	Procedure description : MANAGEMENT PROCEDURE (PROCEDURE) or CONSULTATION (PROCEDURE) based on SNOMED CT.
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
kind	string: genericProcedureRecommendation	Discriminator property for ProcedureRecommendation.

HealthInsightsErrorResponse

A response containing error details.

Name	Type	Description
error	Azure.Core.Foundations.Error	The error object.

ImagingProcedure

Imaging procedure.

Name	Type	Description
anatomy	Fhir.R4.CodeableConcept	Anatomy : SNOMED CT code.
contrast	RadiologyCodeWithTypes	Contrast : see RadiologyCodeWithTypes (below).
laterality	Fhir.R4.CodeableConcept	Laterality : SNOMED CT code.
modality	Fhir.R4.CodeableConcept	Modality : SNOMED CT code.
view	RadiologyCodeWithTypes	View : see RadiologyCodeWithTypes (below).

ImagingProcedureRecommendation

Imaging procedures.

Name	Type	Description
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
imagingProcedures	ImagingProcedure[]	Imaging procedures.
kind	string: imagingProcedureRecommendation	Discriminator property for ProcedureRecommendation.
procedureCodes	Fhir.R4.CodeableConcept[]	LOINC codes for the procedure.

JobStatus

The status of the processing job.

Name	Type	Description
canceled	string
failed	string
notStarted	string
running	string
succeeded	string

LateralityDiscrepancyInference

A laterality mismatch occurs when there is a discrepancy between the clinical documentation and the ordered procedure (orderLateralityMismatch), a contradiction within the clinical document (textLateralityContradiction), or when no laterality is mentioned (textLateralityMissing).

Name	Type	Description
discrepancyType	LateralityDiscrepancyType	Mismatch type : orderLateralityMismatch, textLateralityContradiction, textLateralityMissing.
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
kind	string: lateralityDiscrepancy	Discriminator property for RadiologyInsightsInference.
lateralityIndication	Fhir.R4.CodeableConcept	Laterality indication : SNOMED CT code for laterality qualifier value.

LateralityDiscrepancyType

Laterality discrepancy type

Name	Type	Description
orderLateralityMismatch	string	Mismatch between order and text
textLateralityContradiction	string	Contradiction in text
textLateralityMissing	string	Missing laterality in text

LimitedOrderDiscrepancyInference

A limited order discrepancy occurs when there is a limited order, but all body parts and measurements that are needed for a complete order are present in the document.

Name	Type	Description
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
kind	string: limitedOrderDiscrepancy	Discriminator property for RadiologyInsightsInference.
orderType	Fhir.R4.CodeableConcept	Order type : CPT ultrasound complete code for abdomen, retroperitoneal, pelvis or breast.
presentBodyPartMeasurements	Fhir.R4.CodeableConcept[]	List of body parts that are measured according to the document : SNOMED CT codes.
presentBodyParts	Fhir.R4.CodeableConcept[]	List of body parts found in the document : SNOMED CT codes.

MedicalProfessionalType

Medical Professional Type

Name	Type	Description
doctor	string	Doctor medical professional type
midwife	string	Technician medical professional type
nurse	string	Nurse medical professional type
physicianAssistant	string	Technician medical professional type
unknown	string	Unknown medical professional type

ObservationStatusCodeType

registered | preliminary | final | amended +

Name	Type	Description
amended	string	Subsequent to being Final, the observation has been modified subsequent. This includes updates/new information and corrections.
cancelled	string	The observation is unavailable because the measurement was not started or not completed (also sometimes called "aborted").
corrected	string	Subsequent to being Final, the observation has been modified to correct an error in the test result.
entered-in-error	string	The observation has been withdrawn following previous final release.
final	string	The observation is complete and verified by an authorized person.
preliminary	string	This is an initial or interim observation: data may be incomplete or unverified.
registered	string	The existence of the observation is registered, but there is no result yet available.
unknown	string	The observation status is unknown. Note that "unknown" is a value of last resort and every attempt should be made to provide a meaningful value other than "unknown".

OrderedProcedure

Procedure information

Name	Type	Description
code	Fhir.R4.CodeableConcept	Procedure code
description	string	Procedure description
extension	Fhir.R4.Extension[]	Additional Content defined by implementations

PatientDetails

Patient structured information, including demographics and known structured clinical information.

Name	Type	Description
birthDate	string	The patient's date of birth.
clinicalInfo	Fhir.R4.Resource[]	Known clinical information for the patient, structured.
sex	PatientSex	The patient's sex.

PatientDocument

A clinical document related to a patient. Document here is in the wide sense - not just a text document (note).

Name	Type	Description
administrativeMetadata	DocumentAdministrativeMetadata	Administrative metadata for the document.
authors	DocumentAuthor[]	Document author(s)
clinicalType	ClinicalDocumentType	The type of the clinical document.
content	DocumentContent	The content of the patient document.
createdAt	string	The date and time when the document was created.
id	string	A given identifier for the document. Has to be unique across all documents for a single patient.
language	string	A 2 letter ISO 639-1 representation of the language of the document.
specialtyType	SpecialtyType	specialty type the document
type	DocumentType	The type of the patient document, such as 'note' (text document) or 'fhirBundle' (FHIR JSON document).

PatientEncounter

visit/encounter information

Name	Type	Description
class	EncounterClass	The class of the encounter.
id	string	The id of the visit.
period	TimePeriod	Time period of the visit. In case of admission, use timePeriod.start to indicate the admission time and timePeriod.end to indicate the discharge time.

PatientRecord

A patient record, including their clinical information and data.

Name	Type	Description
details	PatientDetails	Patient structured information, including demographics and known structured clinical information.
encounters	PatientEncounter[]	Patient encounters/visits.
id	string	A given identifier for the patient. Has to be unique across all patients in a single request.
patientDocuments	PatientDocument[]	Patient unstructured clinical data, given as documents.

PatientSex

The patient's sex.

Name	Type	Description
female	string
male	string
unspecified	string

RadiologyCodeWithTypes

Radiology code with types : used in imaging procedure recommendation for contrast and view.

Name	Type	Description
code	Fhir.R4.CodeableConcept	The SNOMED CT code indicates whether imaging was conducted with or without contrast in the case of contrast, and in the case of views, it denotes the number of views.
types	Fhir.R4.CodeableConcept[]	The collection of types will indicate the contrast substance used in the case of contrast and, in the case of views, it will specify the types of views, such as lateral and frontal, etc.

RadiologyInsightsData

Contains the list of patients, and configuration data.

Name	Type	Description
configuration	RadiologyInsightsModelConfiguration	Configuration affecting the Radiology Insights model's inference.
patients	PatientRecord[]	The list of patients, including their clinical information and data.

RadiologyInsightsInferenceOptions

Options regarding follow up recommendation inferences and finding inferences.

Name	Type	Description
findingOptions	FindingOptions	Finding options.
followupRecommendationOptions	FollowupRecommendationOptions	Follow-up recommendation options.

RadiologyInsightsInferenceResult

The inference results for the Radiology Insights request. If field 'status' has value 'succeeded', then field 'result' will contain an instance of RadiologyInsightsInferenceResult.

Name	Type	Description
modelVersion	string	The version of the model used for inference, expressed as the model date.
patientResults	RadiologyInsightsPatientResult[]	Results for the patients given in the request.

RadiologyInsightsInferenceType

A Radiology Insights inference types.

Name	Type	Description
ageMismatch	string	Age mismatch inference type
completeOrderDiscrepancy	string	Complete order discrepancy inference type
criticalResult	string	Critical finding inference type
finding	string	Finding inference type
followupCommunication	string	Followup Communication inference type
followupRecommendation	string	Recommendation inference type
lateralityDiscrepancy	string	Laterality discrepancy inference type
limitedOrderDiscrepancy	string	Limited order discrepancy inference type
radiologyProcedure	string	Radiology Procedure inference type
sexMismatch	string	Sex mismatch inference type

RadiologyInsightsJob

Response for the Radiology Insights request.

Name	Type	Description
createdAt	string	The date and time when the processing job was created.
error	Azure.Core.Foundations.Error	Error object that describes the error when status is "Failed".
expiresAt	string	The date and time when the processing job is set to expire.
id	string	The unique ID of the job.
jobData	RadiologyInsightsData	The request data for the operation.
result	RadiologyInsightsInferenceResult	The result of the operation.
status	JobStatus	The status of the job.
updatedAt	string	The date and time when the processing job was last updated.

RadiologyInsightsModelConfiguration

Configuration affecting the Radiology Insights model's inference.

Name	Type	Default value	Description
includeEvidence	boolean	True	An indication whether the model's output should include evidence for the inferences.
inferenceOptions	RadiologyInsightsInferenceOptions		Options regarding follow up recommendation inferences and finding inferences.
inferenceTypes	RadiologyInsightsInferenceType[]		This is a list of inference types to be inferred for the current request. It could be used if only part of the Radiology Insights inferences are required. If this list is omitted or empty, the model will return all the inference types.
locale	string		Local for the model to use. If not specified, the model will use the default locale.
verbose	boolean	False	An indication whether the model should produce verbose output.

RadiologyInsightsPatientResult

Results of the model's work for a single patient.

Name	Type	Description
inferences	RadiologyInsightsInference[]: AgeMismatchInference[] CompleteOrderDiscrepancyInference[] CriticalResultInference[] FindingInference[] FollowupCommunicationInference[] FollowupRecommendationInference[] LateralityDiscrepancyInference[] LimitedOrderDiscrepancyInference[] RadiologyProcedureInference[] SexMismatchInference[]	The model's inferences for the given patient.
patientId	string	Identifier given for the patient in the request.

RadiologyProcedureInference

Radiology procedures are the specific imaging studies or examinations ordered for the patient, extracted from the document information and text.

Name	Type	Description
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
imagingProcedures	ImagingProcedure[]	Imaging procedures.
kind	string: radiologyProcedure	Discriminator property for RadiologyInsightsInference.
orderedProcedure	OrderedProcedure	Ordered procedure information from the document information or text.
procedureCodes	Fhir.R4.CodeableConcept[]	LOINC codes for the procedure.

RecommendationFinding

Finding reference for recommendation.

Name	Type	Description
criticalFinding	CriticalResult	Critical result linked to a recommendation.
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
finding	Fhir.R4.Observation	Finding linked to a recommendation.
recommendationFindingStatus	RecommendationFindingStatusType	Recommendation finding status.

RecommendationFindingStatusType

Recommendation finding status

Name	Type	Description
conditional	string	Conditional finding status
differential	string	Differential finding status
present	string	Present finding status
ruleOut	string	Rule out finding status

SexMismatchInference

A notification for a sex mismatch is displayed when the gender, personal pronouns, gender-related body parts, or gender-related procedures mentioned in a patient's clinical document are either inconsistent or do not match the gender specified in the patient information.

Name	Type	Description
extension	Fhir.R4.Extension[]	Additional Content defined by implementations
kind	string: sexMismatch	Discriminator property for RadiologyInsightsInference.
sexIndication	Fhir.R4.CodeableConcept	Sex indication : SNOMED CT code for gender finding.

SpecialtyType

Known values codes that can be used to indicate the type of the Specialty.

Name	Type	Description
pathology	string	pathology
radiology	string	radiology

TimePeriod

A duration of time during which an event is happening

Name	Type	Description
end	string	End time with inclusive boundary, if not ongoing
start	string	Starting time with inclusive boundary

Share via

Radiology Insights - Create Job

URI Parameters

Request Body

Responses

Security

Ocp-Apim-Subscription-Key

EntraIdToken

Scopes

Examples

Creates a Radiology Insights job with the given request body.

Sample request

Sample response

Definitions

AgeMismatchInference

Azure.Core.Foundations.Error

Azure.Core.Foundations.InnerError

ClinicalDocumentType

CompleteOrderDiscrepancyInference

CriticalResult

CriticalResultInference

DocumentAdministrativeMetadata

DocumentAuthor

DocumentContent

DocumentContentSourceType

DocumentType

EncounterClass

Fhir.R4.Annotation

Fhir.R4.CodeableConcept

Fhir.R4.Coding

Fhir.R4.Extension

Fhir.R4.Identifier

Fhir.R4.Meta

Fhir.R4.Narrative

Fhir.R4.Observation

Fhir.R4.ObservationComponent

Fhir.R4.ObservationReferenceRange

Fhir.R4.Period

Fhir.R4.Quantity

Fhir.R4.Range

Fhir.R4.Ratio

Fhir.R4.Reference

Fhir.R4.Resource

Fhir.R4.SampledData

FindingInference

FindingOptions

FollowupCommunicationInference

FollowupRecommendationInference

FollowupRecommendationOptions

GenericProcedureRecommendation

HealthInsightsErrorResponse

ImagingProcedure

ImagingProcedureRecommendation

JobStatus

LateralityDiscrepancyInference

LateralityDiscrepancyType

LimitedOrderDiscrepancyInference

MedicalProfessionalType

ObservationStatusCodeType

OrderedProcedure

PatientDetails

PatientDocument

PatientEncounter

PatientRecord

PatientSex

RadiologyCodeWithTypes

RadiologyInsightsData

RadiologyInsightsInferenceOptions

RadiologyInsightsInferenceResult

RadiologyInsightsInferenceType

RadiologyInsightsJob

RadiologyInsightsModelConfiguration

RadiologyInsightsPatientResult

RadiologyProcedureInference

RecommendationFinding

RecommendationFindingStatusType

SexMismatchInference

SpecialtyType

TimePeriod

Additional resources