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Preliminary development of a prediction model for daily stroke occurrences based on meteorological and calendar information using deep learning framework (Prediction One; Sony Network Communications Inc., Japan).
Conclusion: Our preliminary results suggested a probability of the DL-based prediction models for stroke occurrence only by meteorological and calendar factors. In the future, by synchronizing a variety of medical information among the electronic medical records and personal smartphones as well as integrating the physical activities or meteorological conditions in real time, the prediction of stroke occurrence could be performed with high accuracy, to save medical resources, to have patients care for themselves, and to perform efficient medicine. PMID: 33598347 [PubMed]
Source: Surgical Neurology International - February 21, 2021 Category: Neurosurgery Tags: Surg Neurol Int Source Type: research

Review of Toyoda K, et al. Dual antiplatelet therapy using cilostazol for secondary prevention in patients with high-risk ischemic stroke in Japan. Lancet Neurol. 2019 Jun;18(6):539-548.
Conclusion: This RCT demonstrated the safety of dual therapy, consisting of cilostazol/aspirin or cilostazol/ clopidogrel, in preventing secondary ischemic stroke in a high-risk Japanese population. Further studies are required to generalize these findings to other patient populations worldwide. PMID: 32363048 [PubMed]
Source: Surgical Neurology International - May 5, 2020 Category: Neurosurgery Tags: Surg Neurol Int Source Type: research

Preliminary development of a deep learning-based automated primary headache diagnosis model using Japanese natural language processing of medical questionnaire.
Conclusion: The DL-based diagnosis model for primary headaches using the raw medical questionnaire's Japanese NLP would be useful in performing efficient medical practice after ruling out the secondary headaches. PMID: 33500813 [PubMed]
Source: Surgical Neurology International - January 29, 2021 Category: Neurosurgery Tags: Surg Neurol Int Source Type: research

Remote neuro-endovascular consultation using a secure telemedicine system: A feasibility study
CONCLUSION: A remote consultation system with real-time audio-visual capability may play an important role in acute stroke management and maintain the quality of patient care under COVID-19 conditions.PMID:35242413 | PMC:PMC8888291 | DOI:10.25259/SNI_1165_2021
Source: Surgical Neurology International - March 4, 2022 Category: Neurosurgery Authors: Toshihiro Ishibashi Shogo Kaku Shota Sonoda Yuichi Murayama Source Type: research

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