2results about How to "Work coordination" patented technology

This invention discloses a deep learning-based surgical quality assessment method and system, relating to the field of medical information. The method includes: acquiring preoperative three-dimensional images and generating a surgical operation space baseline map using a first deep neural network; continuously acquiring real-time instrument pose data and high-definition video frame sequences of the surgical area tissue during surgery; using a spatiotemporal attention mechanism for dynamic registration to construct an instrument-tissue interaction spatiotemporal feature set; calculating instrument operation standardization scores and tissue processing accuracy scores using a second deep neural network; acquiring postoperative physiological recovery indicators; inputting the two scores and indicators into a causal inference model to quantify their respective marginal contributions and generate a comprehensive quality assessment index; and outputting a graded assessment conclusion based on the comparison results of this index with multi-level thresholds. This invention achieves an objective, interpretable, and clinically predictive quantitative assessment of surgical quality by integrating data from the entire chain of preoperative planning, intraoperative operation, and postoperative recovery.

The utility model provides a poisonous gas detector with a filtering structure, which belongs to the technical field of detectors and comprises a shell, a control mainboard and a detection module electrically connected with the control mainboard are arranged in the shell, an air inlet is arranged at one end of the shell, a filtering component, a delivery pump and a detection probe are arranged on one side of the air inlet, and the detection probe is arranged on the other side of the air inlet. The filtering assembly comprises two groups of filtering columns connected in parallel, an outlet of the filtering assembly is connected with an inlet of the conveying pump, an inlet of the filtering assembly is connected with an air inlet pipeline through the switching assembly, an outlet of the conveying pump is connected with the detection probe, and the detection probe is electrically connected with the detection module. According to the device, two groups of filtering columns which are connected in parallel and a switching assembly are arranged, so that a user can select a proper filtering column to filter gas according to components of toxic gas in different detection environments; and the adaptability of the device is improved.