Primary Care AI Quality Control Record

In 2036, AI assistance in primary medical care has been fully rolled out, but the cloud model of Linjiang County Hospital diagnosed an early-stage lung cancer as showing no abnormalities in both lungs. Lin Mo, a veteran who started out by taking orders from an urban village and has been deeply involved in medical AI for more than ten years, was invited back by the old director to do model first aid. The paper evaluation of the model from a large manufacturer is as high as 98%, but its implementation is limited by old CT and bandwidth, and it is easy to drift across hospitals. He took out the LM Clinic engine that had been gathering dust for many years: it only needed a few hundred desensitized images from our hospital, paired with a domestic edge box, to output interpretable diagnostic recommendations, reduce false negatives, and complete device version rollback. From county imaging centers to regional trusted data spaces, from model drift to domestic computing power adaptation. He only adheres to one bottom line: AI can only assist and will never replace the doctor's signature. This novel and its characters are purely fictitious. Any similarity is purely coincidental and should not be imitated.