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Class: DigitalTwin

Computational replicas of biological systems for real-time prediction and personalized modeling.

URI: [namo:DigitalTwin](https://w3id.org/monarch-initiative/namo/DigitalTwin)
classDiagram class DigitalTwin click DigitalTwin href "../DigitalTwin/" InSilicoModel <|-- DigitalTwin click InSilicoModel href "../InSilicoModel/" DigitalTwin : biological_organization_level DigitalTwin --> "0..1" BiologicalOrganizationLevelEnum : biological_organization_level click BiologicalOrganizationLevelEnum href "../BiologicalOrganizationLevelEnum/" DigitalTwin : complexity_level DigitalTwin --> "0..1" ComplexityLevelEnum : complexity_level click ComplexityLevelEnum href "../ComplexityLevelEnum/" DigitalTwin : computational_method DigitalTwin : description DigitalTwin : id DigitalTwin : models DigitalTwin --> "*" ModelsRelationship : models click ModelsRelationship href "../ModelsRelationship/" DigitalTwin : name DigitalTwin : personalization_parameters DigitalTwin : prediction_scope DigitalTwin : real_time_data_sources DigitalTwin : references DigitalTwin --> "*" Reference : references click Reference href "../Reference/" DigitalTwin : software_platform DigitalTwin : spatial_context DigitalTwin : twin_scope DigitalTwin --> "0..1" DigitalTwinScopeEnum : twin_scope click DigitalTwinScopeEnum href "../DigitalTwinScopeEnum/" DigitalTwin : type DigitalTwin : update_frequency DigitalTwin : validation_datasets
## Inheritance * [NamedThing](NamedThing.md) * [ModelSystem](ModelSystem.md) * [NAMModel](NAMModel.md) * [InSilicoModel](InSilicoModel.md) * **DigitalTwin** ## Slots | Name | Cardinality and Range | Description | Inheritance | | --- | --- | --- | --- | | [twin_scope](twin_scope.md) | 0..1
[DigitalTwinScopeEnum](DigitalTwinScopeEnum.md) | Scope of digital twin (organ, patient, population) | direct | | [real_time_data_sources](real_time_data_sources.md) | *
[String](String.md) | Sources of real-time data for model updating | direct | | [personalization_parameters](personalization_parameters.md) | *
[String](String.md) | Parameters used for personalization (genetic, phenotypic, etc | direct | | [update_frequency](update_frequency.md) | 0..1
[String](String.md) | Frequency of model updates based on new data | direct | | [computational_method](computational_method.md) | 0..1
[String](String.md) | Primary computational method or algorithm used | [InSilicoModel](InSilicoModel.md) | | [software_platform](software_platform.md) | 0..1
[String](String.md) | Software platform or programming language used | [InSilicoModel](InSilicoModel.md) | | [validation_datasets](validation_datasets.md) | *
[String](String.md) | Datasets used for model training and validation | [InSilicoModel](InSilicoModel.md) | | [prediction_scope](prediction_scope.md) | 0..1
[String](String.md) | Scope and limitations of model predictions | [InSilicoModel](InSilicoModel.md) | | [biological_organization_level](biological_organization_level.md) | 0..1
[BiologicalOrganizationLevelEnum](BiologicalOrganizationLevelEnum.md) | The level of biological organization represented by the model | [NAMModel](NAMModel.md) | | [spatial_context](spatial_context.md) | 0..1
[String](String.md) | Description of spatial organization and context captured by the model | [NAMModel](NAMModel.md) | | [complexity_level](complexity_level.md) | 0..1
[ComplexityLevelEnum](ComplexityLevelEnum.md) | Level of biological complexity represented (subcellular, cellular, tissue, or... | [NAMModel](NAMModel.md) | | [references](references.md) | *
[Reference](Reference.md) | Literature references that describe, validate, or support this model | [NAMModel](NAMModel.md) | | [models](models.md) | *
[ModelsRelationship](ModelsRelationship.md) | | [ModelSystem](ModelSystem.md) | | [id](id.md) | 1
[Uriorcurie](Uriorcurie.md) | A unique identifier for a thing | [NamedThing](NamedThing.md) | | [name](name.md) | 0..1
[String](String.md) | A human-readable name for a thing | [NamedThing](NamedThing.md) | | [description](description.md) | 0..1
[String](String.md) | A human-readable description for a thing | [NamedThing](NamedThing.md) | | [type](type.md) | 0..1
[String](String.md) | | [NamedThing](NamedThing.md) | ## Identifier and Mapping Information ### Schema Source * from schema: https://w3id.org/monarch-initiative/namo ## Mappings | Mapping Type | Mapped Value | | --- | --- | | self | namo:DigitalTwin | | native | namo:DigitalTwin | ## LinkML Source ### Direct 
name: DigitalTwin
description: Computational replicas of biological systems for real-time prediction
  and personalized modeling.
from_schema: https://w3id.org/monarch-initiative/namo
is_a: InSilicoModel
attributes:
  twin_scope:
    name: twin_scope
    description: Scope of digital twin (organ, patient, population)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - DigitalTwin
    range: DigitalTwinScopeEnum
  real_time_data_sources:
    name: real_time_data_sources
    description: Sources of real-time data for model updating
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - DigitalTwin
    multivalued: true
  personalization_parameters:
    name: personalization_parameters
    description: Parameters used for personalization (genetic, phenotypic, etc.)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - DigitalTwin
    multivalued: true
  update_frequency:
    name: update_frequency
    description: Frequency of model updates based on new data
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - DigitalTwin
### Induced 
name: DigitalTwin
description: Computational replicas of biological systems for real-time prediction
  and personalized modeling.
from_schema: https://w3id.org/monarch-initiative/namo
is_a: InSilicoModel
attributes:
  twin_scope:
    name: twin_scope
    description: Scope of digital twin (organ, patient, population)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - DigitalTwin
    range: DigitalTwinScopeEnum
  real_time_data_sources:
    name: real_time_data_sources
    description: Sources of real-time data for model updating
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - DigitalTwin
    range: string
    multivalued: true
  personalization_parameters:
    name: personalization_parameters
    description: Parameters used for personalization (genetic, phenotypic, etc.)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - DigitalTwin
    range: string
    multivalued: true
  update_frequency:
    name: update_frequency
    description: Frequency of model updates based on new data
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - DigitalTwin
    range: string
  computational_method:
    name: computational_method
    description: Primary computational method or algorithm used
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - InSilicoModel
    range: string
  software_platform:
    name: software_platform
    description: Software platform or programming language used
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - InSilicoModel
    range: string
  validation_datasets:
    name: validation_datasets
    description: Datasets used for model training and validation
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - InSilicoModel
    range: string
    multivalued: true
  prediction_scope:
    name: prediction_scope
    description: Scope and limitations of model predictions
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - InSilicoModel
    range: string
  biological_organization_level:
    name: biological_organization_level
    description: The level of biological organization represented by the model
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - NAMModel
    range: BiologicalOrganizationLevelEnum
  spatial_context:
    name: spatial_context
    description: Description of spatial organization and context captured by the model
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - NAMModel
    range: string
  complexity_level:
    name: complexity_level
    description: Level of biological complexity represented (subcellular, cellular,
      tissue, organ, system)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - NAMModel
    range: ComplexityLevelEnum
  references:
    name: references
    description: Literature references that describe, validate, or support this model
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - NAMModel
    range: Reference
    multivalued: true
    inlined: true
    inlined_as_list: true
  models:
    name: models
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: DigitalTwin
    domain_of:
    - ModelSystem
    range: ModelsRelationship
    multivalued: true
  id:
    name: id
    description: A unique identifier for a thing
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    slot_uri: schema:identifier
    identifier: true
    owner: DigitalTwin
    domain_of:
    - NamedThing
    - Reference
    - BiolinkEntity
    range: uriorcurie
    required: true
  name:
    name: name
    description: A human-readable name for a thing
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    slot_uri: schema:name
    owner: DigitalTwin
    domain_of:
    - NamedThing
    - BiolinkEntity
    range: string
  description:
    name: description
    description: A human-readable description for a thing
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    slot_uri: schema:description
    owner: DigitalTwin
    domain_of:
    - NamedThing
    - BiolinkEntity
    range: string
  type:
    name: type
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    designates_type: true
    owner: DigitalTwin
    domain_of:
    - NamedThing
    range: string