Related Experiment Video
Updated: Jul 4, 2026

Automated Robotic Liquid Handling Assembly of Modular DNA Devices
Published on: December 1, 2017
Automation is not evidence of efficiency
Matthew Grainger1, Sini Savilaakso2, Neal Haddaway3
1Norwegian Institute for Nature Research, Torgarden, P.O. Box 5685, 7485, Trondheim, Norway. matthew.grainger@nina.no.
Abstract:
We welcome Hodgson et al. (2026) empirical evaluation of ontology-grounded large language models (LLMs) for data extraction in environmental evidence synthesis. The study makes a valuable contribution by quantifying performance across attribute types and by openly documenting where current approaches struggle.
Related Concept Videos
Mechanical Efficiency of Real Machines
However, in reality, no machine can be truly ideal, and all of them experience some...
Distribution Reliability and Automation
Reason and Intuition
Production Efficiency
Open and closed-loop control systems
An open-loop control system operates without feedback from the output. It consists of two primary elements: the controller and the controlled process. The controller receives an input signal and...
Automatic Processing and Automatic Social Behavior
