{
  "author": "Gustavo Venâncio da Silva; Giovana Mancilla Pivato; Beatriz Granetti Peres; Stelio Pacca Loureiro Luna; Monique Danielle Pairis‑Garcia; Pedro Henrique Esteves Trindade",
  "citations": [],
  "confidence": 1,
  "doc_type": "Scientific Report",
  "id": 102,
  "language": "en",
  "publication_date": "2023",
  "source_type": "file",
  "source_uri": "file:///home/pi/welfare_docs/Old docs/1_Specific Product Assurance/Trisolfen/Pig Castration/Studies/s41598-023-48551-1.pdf",
  "summary": "This study investigated if supervised and unsupervised algorithms could improve UPAPS pain diagnosis in castrated pigs. Lower complexity algorithms with fewer pain-altered behaviours showed similar predictive capacity (AUC 90.1–90.6) to more complex ones and the full UPAPS (AUC 90.58). This suggests a shorter UPAPS version is effective and easier to implement for pain monitoring.",
  "title": "Simplified assessment of castration‑induced pain in pigs using lower complexity algorithms"
}