from lib.irt.models.three_parameter_logistic import ThreeParameterLogistic class ItemInformationFunction(): def __init__(self, irt_model): self.model_data = irt_model # determines the amount of information for a given question at a given theta (ability level) # further detailed on page 161, equation 4 here: # https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5978482/pdf/10.1177_0146621615613308.pdf def calculate(self, **kwargs): if self.model_data.model == '3PL': p = ThreeParameterLogistic(self.model_data, kwargs).result() q = 1 - p return (self.model_data.a_param * q * (p - self.model_data.c_param)**2) / (p * ((1 - self.model_data.c_param)**2)) else: # potentially error out return None