--- title: Fabio Dennstädt type: entity tags: [researcher, biomedical, systematic-review, llm, screening] affiliation: University Hospital of Bern (Inselspital) sources: ["[[sources/2024-dennstaedt-llm-title-abstract-screening]]"] created: 2026-04-20 updated: 2026-04-20 --- # Fabio Dennstädt Medical researcher at **Inselspital, University Hospital of Bern**. Corresponding author of the 2024 *Systematic Reviews* benchmark of open LLMs for title/abstract screening. ## Contributions in this wiki - [[sources/2024-dennstaedt-llm-title-abstract-screening]] — exploratory study benchmarking FlanT5, OpenHermes-NeuralChat, Mixtral, Platypus 2 across ten published biomedical SLR datasets plus one new set. Mixtral-8×7B leads with balanced sensitivity/specificity. ## Role Provider of the first rigorous open-model benchmark for LLM-assisted screening; establishes prompt-sensitivity as a reproducibility risk.