lyprox.dataexplorer.query.ModalityCombinor

class documentation

class ModalityCombinor:

Utility class that defines and helps to select the various methods for combining diagnoses from different modalities.

Static Method	`logical_AND`	Logical AND combination method.
Static Method	`logical_OR`	Use the logical OR to determine combined involvement.
Static Method	`max_llh`	Combine diagnoses by computing true involvement is the most likely, given the provided set of observations.
Static Method	`rank`	Combine diagnoses by trusting the one with the highest spcificity/sensitivity.
Method	`__init__`	Initialize the helper class with the name of the method to combine modalities.
Method	`combine`	Choose the method to combine the diagnoses and perform the combination using the stored values for sensitivity and specificity.
Instance Variable	`method`	Undocumented
Instance Variable	`sensitivities`	Undocumented
Instance Variable	`specificities`	Undocumented

@staticmethod
@lru_cache
def logical_AND(values, specificities, sensitivities): ¶

Logical AND combination method.

@staticmethod
@lru_cache
def logical_OR(values, specificities, sensitivities): ¶

Use the logical OR to determine combined involvement.

@staticmethod
@lru_cache
def max_llh(values, specificities, sensitivities): ¶

Combine diagnoses by computing true involvement is the most likely, given the provided set of observations.

@staticmethod
@lru_cache
def rank(values, specificities, sensitivities): ¶

Combine diagnoses by trusting the one with the highest spcificity/sensitivity.

def __init__(self, method): ¶

Initialize the helper class with the name of the method to combine modalities.

Parameters
method:`str`	Undocumented

def combine(self, values): ¶

Choose the method to combine the diagnoses and perform the combination using the stored values for sensitivity and specificity.

method = ¶

Undocumented

sensitivities = ¶

Undocumented

specificities = ¶

Undocumented