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School of Computing and Information Systems, The University of Melbourne, Australia
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Self-harm prediction models falter across hospitals due to stark lexical differences in triage notes, revealing a critical gap in model generalizability.
Suicide memes reveal unique modeling challenges, with higher severity levels often underpredicted, highlighting critical gaps in content moderation strategies.
Achieving over 95% accuracy in identifying self-harm methods, this approach revolutionizes surveillance by moving beyond binary classifications.
