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Global nursing shortages require innovative care delivery models. Virtual nursing is a cutting-edge model being explored.

Identifying cancer cases in the French National Health Data System (SNDS) is essential for real-world oncology research, yet operational definitions remain heterogeneous and few algorithms have been validated. An initial ReDSiam review in 2017 mapped early practices. Since then, the use of SNDS data in oncology has expanded considerably, warranting an updated synthesis.

Although some work has leveraged automated analyses of online communities to gain cochlear implant (CI) patient insights, there remains a gap in comparing human versus automated analysis of the nuanced, real-world experiences patients share outside clinical settings. This study characterizes experiences within the r/Cochlearimplants Reddit community and compares human to large language model (LLM) performance in annotating posts.