Study on the Application of Named Entity Recognition in Electronic Medical Records for Lymphedema Disease / 医学信息学杂志

Purpose/Significance The paper discusses the application of artificial intelligence technology to the key entity recognition ofunstructured text data in the electronic medical records of lymphedema patients.Method/Process It expounds the solution of model fine-tuning training under the background of sample scarcity,a total of 594 patients admitted to the department of lymphatic surgery of Beijing Shijitan Hospital,Capital Medical University are selected as the research objects.The prediction layer of the GlobalPointer model is fine-tuned according to 15 key entity categories labeled by clinicians,nested and non-nested key entities are identified with its glob-al pointer.The accuracy of the experimental results and the feasibility of clinical application are analyzed.Result/Conclusion After fine-tuning,the average accuracy rate,recall rate and Macro_F1 ofthe model are 0.795,0.641 and 0.697,respectively,which lay a foundation for accurate mining of lymphedema EMR data.

Nitinol shape memory alloy to construct auditory canal in aural atresia surgery of 8 cases / 中国组织工程研究

BACKGROUND: Methods to effectively overcome re-stenosis or atresia following reconstruction of external auditory canal are explored.OBJECTIVE: To explore the effect of NiTi shape memory alloy netlike bracket to prevent the restenosis or atresia of newly constructed external ear canal in external canal atresia surgery. DESIGN, TIME AND SETTING: Case analysis of aural atresia patients from Department of Otorhinolaryngology Head and Neck Surgery, Third Hospital of Sun Yat-sen University was performed from January 2001 to June 2003. PARTICIPANTS: Eight cases of aural atresia were selected, including 5 patients with congenital aural atresia, and 3 with postnatal aural atresia. All cases had different degrees of conductive hearing loss. METHODS: All cases underwent external canals reconstruction by using NiTi shape memory alloy netlike brackets. MAIN OUTCOME MEASURES: Diameter of newly constructed aural canal and pure tone auditory threshold. RESULTS: All the eight ears had a smooth and wide external ear canal during follow up. No restenosis of canal or cicatricial contracture was found. Pure tone auditory threshold of 7 ears had improved postoperatively. CONCLUSION: NiTi shape memory alloy netlike bracket has definite effect to prevent the restenosis or atresia of new constructed external ear canal.