research Rubin Difference Detectives: Finding Truth and Expertise Citizen science and expert labelling for LSST transient classification Astronomy, Noesis and The AI Co-Scientist A philosophical investigation into the epistemological impact of AI on astronomical discovery Transient Host Matching in LSST Deep Drilling Fields Galaxy catalogue compilation and host-matching for LSST transients Training a CNN for ATLAS Real/Bogus Classification A convolutional neural network for transient classification in the ATLAS survey