Using machine learning algorithm to predict the risk of post-traumatic stress disorder among firefighters in Changsha / 中南大学学报(医学版)

OBJECTIVES@#Firefighters are prone to suffer from psychological trauma and post-traumatic stress disorder (PTSD) in the workplace, and have a poor prognosis after PTSD. Reliable models for predicting PTSD allow for effective identification and intervention for patients with early PTSD. By collecting the psychological traits, psychological states and work situations of firefighters, this study aims to develop a machine learning algorithm with the aim of effectively and accurately identifying the onset of PTSD in firefighters, as well as detecting some important predictors of PTSD onset.@*METHODS@#This study conducted a cross-sectional survey through convenient sampling of firefighters from 20 fire brigades in Changsha, which were evenly distributed across 6 districts and Changsha County, with a total of 628 firefighters. We used the synthetic minority oversampling technique (SMOTE) to process data sets and used grid search to finish the parameter tuning. The predictive capability of several commonly used machine learning models was compared by 5-fold cross-validation and using the area under the receiver operating characteristic curve (ROC-AUC), accuracy, precision, recall, and F1 score.@*RESULTS@#The random forest model achieved good performance in predicting PTSD with an average AUC score at 0.790. The mean accuracy of the model was 90.1%, with an F1 score of 0.945. The three most important predictors were perseverance, forced thinking, and reflective deep thinking, with weights of 0.165, 0.158, and 0.152, respectively. The next most important predictors were employment time, psychological power, and optimism.@*CONCLUSIONS@#PTSD onset prediction model for Changsha firefighters constructed by random forest has strong predictive ability, and both psychological characteristics and work situation can be used as predictors of PTSD onset risk for firefighters. In the next step of the study, validation using other large datasets is needed to ensure that the predictive models can be used in clinical setting.

Effects of cognitive training on working memory of female methamphetamine-dependent youths / 中华行为医学与脑科学杂志

Objective:To explore the characteristics of working memory ability of female methamphetamine dependent youths, and to analyze the effect of spatial and temporal training task (CODING) on working memory ability of female methamphetamine dependent youths.Methods:Sixty methamphetamine dependent youths from a women's drug rehabilitation center in Sichuan province were selected as the methamphetamine dependent group, while 60 female healthy volunteers from vocational high schools and universities participated as the healthy control group. Visual memory test (VISGED) was used to evaluat the working memory ability of the subjects, and SPSS 21.0 software was used for the nonparametric test of the memory difference between the two groups.The methamphetamine dependent group was divided into treatment group and waiting group based on the baseline matching principle of working memory. The treatment group was trained under the spatio-temporal CODING paradigm for working memory, and the training effect was assessed using the independent sample t-test. Results:(1)The individual parameters(0.06(-1.62, 1.67) vs 1.93 (-0.28, 2.71)) and working program(15.00(14.00 vs 16.00), 17.00(15.00, 20.00)) of working memory in methamphetamine dependent group and normal control group were statistically significant ( Z=-3.83, P<0.05, Z=-3.50; P<0.05). (2) Through memory training, the personal parameters before and after training in the treatment group ((0.08±1.79) vs 1.68 (0.68, 2.25)) had a statistically significant difference ( Z=-3.63, P<0.05). The personal parameters before and after the test in the waiting group ((-0.01±1.86) vs 0.72(-1.54, 1.88)) had no statistically significant difference ( Z=-1.35, P>0.05). Conclusion:Methamphetamine dependence impaire the working memory of female youths regardless of age or education level. Memory training can restore and improve memory ability to a certain extent, help to restore learning ability and living ability, and lay a foundation for a better return to society.

Impact of enhanced recovery after surgery on immune function in patients undergoing laparoscopic hepa-tectomy / 临床麻醉学杂志

Objective To investigate the impact of enhanced recovery after surgery (ERAS)on immune function in patients undergoing laparoscopic hepatectomy.Methods Sixty patients undergoing laparoscopic hepatectomy (34 males,26 females,aged 38-57 years,ASA Ⅰ or Ⅱ),were randomly divided into two groups:enhanced recovery after surgery group (group E)and non-enhanced recovery after surgery group (group C).The patients in group E received enhanced recovery after surgery,while the patients in group C received routine perioperative management and anesthesia methods.The operation method and time,the volume of bleeding,the intraoperative fentanyl con-sumption,the volume of fluid input,the preoperative and postoperative CVP and temperature were recorded in the two groups.Blood samples were obtained before induction (T0 ),at the end of opera-tion (T1 ),on day 1 (T2 ),day 3 (T3 ),day 7 (T4 )after operation for determination of plasma con-centration of IgA,IgM,IgG and the percentages of T lymphocyte subsets (CD3+ ,CD4+ ,CD8+ ) and CD4+/CD8+ ratio were detected with flow cytometry.Furthermore,the visual analogue scale (VAS)score and Ramsay score were evaluated 4 hours,8 hours,24 hours and 48 hours after opera-tion in two groups.Results Compared with group C,the intraoperative fentanyl consumption,the volume of fluid input and the postoperative CVP in group E were significantly decreased,while the postoperative temperature was significantly increased (P < 0.05 ).Compared with T0 , the percentages of CD3+ ,CD4+ ,the CD4+/CD8+ ratio and the plasma concentration of IgA,IgM,IgG in group E on T1-T3 were significantly decreased,the percentages of CD3+ ,CD4+ ,the CD4+/CD8+ratio and the plasma concentration of IgA,IgM,IgG in group C on T1-T4 were significantly decreased (P <0.05).Compared with group C,the percentages of CD3+ ,CD4+ ,the CD4+/CD8+ ratio and the plasma concentration of IgA,IgM,IgG in group E on T1-T4 were significantly increased (P <0.05),the visual analogue scale (VAS)score 4 hours,8 hours,24 hours after operation were signifi-cantly decreased (P <0.05).The comparision of Ramsay scores at all the time points between two groups were similar.Conclusion ERAS applied to patients undergoing laparoscopic hepatectomy can reduce the intraoperative fentanyl consumption,prevent the occurrence of hypothermia and provide satisfactory postoperative analgesia,which can significantly improve the immune function in patients.