Livoa LogoLivoa
Electronic database search – Medline, the Cochrane Library, Embase, Ovid, the NHS Scotland e-Library, SIGN, NICE and Google
51 potentially relevant abstracts identified
9 studies excluded: No extractable data for cardiac surgery patients
42 studies identified with extractable data for cardiac surgery patients
13 studies excluded: No reference to tight vs normal glucose control
29 studies identified comparing tight vs normal glucose control
20 studies excluded: Non RCTs No efforts to blind/randomise Unclear method Target glucose levels for tight or control group not specified No original data
9 RCTs met inclusion criteria
3 studies excluded: No comparable outcome measures
6 RCTs included in meta-analysis
Drone Unit Tech Stack


Computer Vision: YOLOv8/11, DeepSORT, OpenCV, TensorRT

Drone & Simulation: ArduPilot / PX4, ROS2, AirSim, MAVSDK

AI/ML: PyTorch, Spatio-Temporal GNNs, Reinforcement Learning (SB3 / RLlib)

MLOps & DevOps: MLflow, DVC, Docker, K3s, Prometheus, Sentry

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by Santhosh

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