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Class: ModelPerformance

Statistical performance metrics for computational models.

URI: [namo:ModelPerformance](https://w3id.org/monarch-initiative/namo/ModelPerformance)
classDiagram class ModelPerformance click ModelPerformance href "../ModelPerformance/" ModelPerformance : accuracy ModelPerformance : auc ModelPerformance : r_squared ModelPerformance : rmse ModelPerformance : sensitivity ModelPerformance : specificity
## Slots | Name | Cardinality and Range | Description | Inheritance | | --- | --- | --- | --- | | [accuracy](accuracy.md) | 0..1
[Float](Float.md) | Overall accuracy of the model (0 | direct | | [sensitivity](sensitivity.md) | 0..1
[Float](Float.md) | Sensitivity/recall of the model (0 | direct | | [specificity](specificity.md) | 0..1
[Float](Float.md) | Specificity of the model (0 | direct | | [r_squared](r_squared.md) | 0..1
[Float](Float.md) | R-squared value for regression models | direct | | [rmse](rmse.md) | 0..1
[Float](Float.md) | Root mean square error | direct | | [auc](auc.md) | 0..1
[Float](Float.md) | Area under the ROC curve | direct | ## Usages | used by | used in | type | used | | --- | --- | --- | --- | | [QSARModel](QSARModel.md) | [model_performance](model_performance.md) | range | [ModelPerformance](ModelPerformance.md) | ## Identifier and Mapping Information ### Schema Source * from schema: https://w3id.org/monarch-initiative/namo ## Mappings | Mapping Type | Mapped Value | | --- | --- | | self | namo:ModelPerformance | | native | namo:ModelPerformance | ## LinkML Source ### Direct 
name: ModelPerformance
description: Statistical performance metrics for computational models.
from_schema: https://w3id.org/monarch-initiative/namo
attributes:
  accuracy:
    name: accuracy
    description: Overall accuracy of the model (0.0-1.0)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - ModelPerformance
    range: float
  sensitivity:
    name: sensitivity
    description: Sensitivity/recall of the model (0.0-1.0)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - ModelPerformance
    range: float
  specificity:
    name: specificity
    description: Specificity of the model (0.0-1.0)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - ModelPerformance
    range: float
  r_squared:
    name: r_squared
    description: R-squared value for regression models
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - ModelPerformance
    range: float
  rmse:
    name: rmse
    description: Root mean square error
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - ModelPerformance
    range: float
  auc:
    name: auc
    description: Area under the ROC curve
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - ModelPerformance
    range: float
### Induced 
name: ModelPerformance
description: Statistical performance metrics for computational models.
from_schema: https://w3id.org/monarch-initiative/namo
attributes:
  accuracy:
    name: accuracy
    description: Overall accuracy of the model (0.0-1.0)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: ModelPerformance
    domain_of:
    - ModelPerformance
    range: float
  sensitivity:
    name: sensitivity
    description: Sensitivity/recall of the model (0.0-1.0)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: ModelPerformance
    domain_of:
    - ModelPerformance
    range: float
  specificity:
    name: specificity
    description: Specificity of the model (0.0-1.0)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: ModelPerformance
    domain_of:
    - ModelPerformance
    range: float
  r_squared:
    name: r_squared
    description: R-squared value for regression models
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: ModelPerformance
    domain_of:
    - ModelPerformance
    range: float
  rmse:
    name: rmse
    description: Root mean square error
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: ModelPerformance
    domain_of:
    - ModelPerformance
    range: float
  auc:
    name: auc
    description: Area under the ROC curve
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    owner: ModelPerformance
    domain_of:
    - ModelPerformance
    range: float