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Author

L. Pawlik

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Review Sep 2026

State‐of‐the‐Art Review of Using Composites in Fire Protection: Technology Review and Future Innovations

Flame‐retardant materials are gaining significant importance worldwide because they are the most effective method for protecting life and property against fire. These flame retardants are added to flammable materials as additives, rendering them fireproof. Unfortunately, polymer materials, which are found in many hou...

G. Atay, J. Wilk-Jakubowski, V. Loboichenko et al. · 0 citations
Open access Aug 2026

Enhancing clinical reasoning and diagnostic precision through scaling laws and multi-stage supervised fine-tuning in open-weight medical large language models

A robust technical framework is established for developing trustworthy, high-efficiency medical AI systems capable of operating entirely within hospital-controlled infrastructure by evaluating the synergistic impact of context window scaling and multi-stage supervised fine-tuning within a localized Retrieval-Augmented...

L. Pawlik, Stanisław Deniziak · 0 citations

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