1.Sentiment Analysis of Online Medical Reviews Based on BERT and Semantics Collaboration through Dual-channel
Wen ZHANG ; Jiantong ZHANG ; Yushan GUO
Journal of Medical Informatics 2024;45(11):30-35
Purpose/Significance To use artificial intelligence(AI)technology to quickly screen negative comments from a large num-ber of reviews,so as to understand the needs and grievances of patients,and promote the sustainable development of telemedicine.Meth-od/Process Taking comments from Haodf.com as an example,the paper first uses bidirectional encoder representations from transformers(BERT)to generate word embeddings,which are then fed into a convolutional neural network(CNN)and a bidirectional long short-term memory(BiLSTM)network in a dual-channel manner.Finally,a feature fusion strategy is employed to obtain textual sentiment informa-tion to achieve a binary classification task.Result/Conclusion The proposed dual-channel model based on BERT can better integrate the advantages of CNN and BiLSTM.It achieves the highest classification accuracy and macro F1-score compared to other 9 models,including BERT,BERT_BiLSTM,BERT_CNN,etc.,which is effective in sentiment classification tasks for online medical reviews.
2.Impact of plasma homocysteinemia on contrast-induced nephropathy after percutaneous coronary intervention in patients with coronary syndrome.
Gaoliang YAN ; Wenjie KONG ; Dong WANG ; Yong QIAO ; Xiang SHA ; Tianyu CHENG ; Hairong ZHANG ; Jiantong HOU ; Chengchun TANG ; Genshan MA
Chinese Journal of Cardiology 2016;44(1):32-37
OBJECTIVETo explore the impact of plasma homocysteinemia(Hcy) on contrast-induced nephropathy (CIN) after percutaneous coronary intervention (PCI) in acute coronary syndrome (ACS) patients.
METHODSConsecutive 684 ACS patients undergoing first PCI in our department between January 2013 and December 2014 were prospectively enrolled.Patients were divided into 2 groups according to the pre-procedural plasma Hcy level: high-Hcy group (Hcy≥10 μmol/L, n=404) and control group (Hcy<10 μmol/L, n=280). The CIN was defined as serum creatinine ≥ 44.2 μmol/L or 25% increase compared to baseline within 48-72 h after PCI.The baseline clinical data and the ratio of CIN were compared between the 2 groups.Multivariate logistic regression analysis was used to define the independent risk factors for CIN.
RESULTSCIN occurred in 133(19.4%) out of 684 enrolled patients, and the incidence of CIN was significantly higher in high Hcy group than in the control group (22.0%(89/404)vs. 15.7%(44/280), P=0.040). After adjusting the confounding factors, including age, acute myocardial infarction, co-morbidities(hypertension, diabetes mellitus, and old myocardial infarction), laboratory examination (level of cystatin C and uric acid), glomerular filtration rate, left ventricular ejection fraction, angiographic and procedural characteristics (3 diseased vessels, multiple stent implantation), treatment at admission (spironolactone, digoxin), multivariate logistic regression analysis showed that high Hcy was independently associated with the development of CIN (OR=1.70, 95%CI 1.60-2.64, P=0.021).
CONCLUSIONElevated Hcy prior PCI is an independent risk factor of CIN in ACS patients undergoing first PCI.
Acute Coronary Syndrome ; Diabetes Mellitus ; Glomerular Filtration Rate ; Humans ; Hyperhomocysteinemia ; Incidence ; Kidney Diseases ; Myocardial Infarction ; Percutaneous Coronary Intervention ; Risk Factors ; Ventricular Function, Left
3.Effects of artificial disc replacement with angles on stress of adjacent intervertebral disc.
Chuan-Yi BAI ; Wei-Jie ZHANG ; Wen-Bo WEI ; Wei LING ; Zhen-Xing TIAN ; Xiao-Qian DANG ; Kun-Zheng WANG
China Journal of Orthopaedics and Traumatology 2014;27(9):756-761
OBJECTIVETo evaluate stress changes of intervertebral space and adjacent intervertebral space after artificial disc replacement with angles.
METHODSArtificial disc replacement with angles were designed according to existing data. Axial pressure, flexion/extension, lateral bending and torsion loading were applied on finite element models of normal cervical discs on C4,5 segments, C4,5 segments with 0 degrees artificial cervical discs and C4,5 segments with 10 degrees artificial cervical discs, then stress changes of C4,5 space was observed. The same loadings were applied on finite element models of normal cervical discs on C4-C6 segments, C4,5 segments with 0 degrees, C4,5 segments with 10 degrees, then stress changes of replaced segments space and adjacent segment space were observed.
RESULTSFor C4,5 segments, 80 MPa/0 degrees artificial discs and 80 MPa/10 degrees artificial discs had the similar equivalent shear stress (Se), and were both larger than that of normal discs, when lateral bending were performed, 80 MPa/0 degrees artificial discs were closed to normal discs when axial pressure and flexion/extension were carried out, while 80 MPa/10 degrees artificial discs had a larger Se than that of normal ones,when torsion loading were applied, Szx/Szy stress of 80 MPa/0 degrees and 80 MPa/10 degrees artificial discs were closed to normal ones. For C4-C6 segments, the axial pressure, flexion/extension and lateral bending of C5,6 were all lower than normal discs after C4,5 discs were replaced by 80 MPa/10 degrees artificial discs, while Szx/Szy of torsion loading were closed to normal ones.
CONCLUSIONArtificial discs with 10 degrees have less influences on stress of adjacent intervertebral space and closer to mechanical property after being implanted into intervertebral space.
Cervical Vertebrae ; surgery ; Humans ; Stress, Mechanical ; Total Disc Replacement ; methods
4.Study on Traditional Chinese Drug Colon Targeting System
Xiaohua LIU ; Junshou ZHANG ; Chunqiu LI ; Xiaoran CHEN ; Jiantong YI ;
Chinese Traditional Patent Medicine 1992;0(12):-
Objective:To study possibility of traditional Chinese drug preparation of controlled drug delivered to the colonic region. Methods: After the herbs was extracted and refined, micropills was produced with pectin selected as coating material and thallium monochloride was as internal standard substance. Results: The preparation was testified to attain schedule colon target. Conclusions: This research provided a way for traditional Chinese drug preparation of colon targeting.

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