Computer vision for pain detection during procedural sedation.
Zarghami Y; Rad MG; Mafeld S; Taati B; Conway A · 2026 · Scientific reports
WASTE classifies this as Negative / Null Result Report · AI classification, approximate
The study found no significant effect — useful as a negative control or null benchmark for your own design.
Abstract (excerpt)
Continual automated pain detection from facial expressions using computer vision during procedural sedation could optimize sedation dose titration and minimize pain. A prospective observational study was conducted. Participants' faces were…
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Metadata source: Europe PMC · DOI 10.1038/s41598-026-45130-y