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Medical evacuations have proven to be a crack in the policy. Sick asylum seekers often have to fight the government in court for permission to be transferred to an Australian hospital, but hundreds granted that permission have received court injunctions that prevent their return to the islands.

The government began reopening a Christmas Island camp in December after a new law was passed could come to Australia for hospital treatment. .

Dr. Mention Paul

Further research is needed to investigate sampling biases and generalization in DL observational medical datasets. Pixel-level image annotation can enable pre-segmentation in cascaded networks. Datasets with complete metadata can perform matched experimental designs, but the largest medical radiology datasets that are publicly available do not contain image acquisition specifications or hospital process variables.

We would need to develop more intricate methods to mitigate the influence of non-biological signal in these resources. Genomic analyses have accounted for unmeasured confounding variables via surrogate variable analysis, 41 factor analysis,42 and mixed models.43 DL approaches to mitigate undesired signal include adversarial networks44 and domain separation networks.45