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All-in-one approach enabling simultaneous derivatization and preconcentration of favipiravir for sensitive determination by GC–MS

Scientific Reports, Published online: 10 August 2026; doi:10.1038/s41598-026-65520-6 All-in-one approach enabling simultaneous derivatization and preconcentration of favipiravir for sensitive determination by GC–MS

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Postgres Full-Text Search in Production: How to Load-Test the Index and Pin Down Relevance

Adding full-text search to Postgres is a two-line migration. Running it in production without surprises is not. The GIN index that makes search fast also adds write amplification and a background…

  • GIN index accelerates searches but increases write amplification in PostgreSQL.
  • Load testing required to validate search capabilities under real write rates.
  • Relevance contract measures configuration changes and defines expected query results.

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