1.Prediction on the Negative Outcomes of Anger in Female Adolescents.
Young Joo PARK ; Kuem Sun HAN ; Hyun Jeong SHIN ; Hyun Chul KANG ; Sook Hee CHUN ; So Hyun MOON ; Young Sik LEE ; Hun Soo KIM
Journal of Korean Academy of Nursing 2004;34(1):172-181
PURPOSE: This study was designed to construct a structural model for explaining negative outcomes of anger in female adolescents. METHOD: Data was collected by questionnaires from 199 female adolescents ina female high school in Seoul. Data analysis was done with SAS for descriptive statistics and a PC-LISREL Program for Covariance structural analysis. RESULT: The fit of the hypothetical model to the data was moderate, thus it was modified by excluding 7 paths and adding free parameters to it. The modified model withthe paths showed a good fit to the empirical data(x2 =5.62, p=.69, GFI=.99, AGFI=.97, NFI=.99, NNFI=1.01, RMSR=.02, RMSEA=.00). Trait anger, state anger, and psychosocial problems were found to have a significant direct effect on psychosomatic symptoms. State anger, psychosocial problems, and learning behaviorswere found to have direct effects on depression of female adolescents. CONCLUSION: The derived modelis considered appropriate for explaining and predicting negative outcomes of anger in female adolescents. Therefore, it can effectively be used as a reference model for further studies and is a suggested direction in nursing practice.
Adolescent
;
*Adolescent Psychology
;
*Anger
;
Female
;
Humans
;
Learning Disorders/psychology
;
Psychophysiologic Disorders/psychology
2.Neuropsychological characteristics of selective attention in children with nonverbal learning disabilities.
Jin JING ; Qing-xiong WANG ; Bin-rang YANG ; Xue-bin CHEN
Chinese Medical Journal 2004;117(12):1834-1837
BACKGROUNDChildren with nonverbal learning disabilities (NLD) usually manifest defective attention function. This study sought to investigate the neuropsychological characteristics of selective attention, such as attention control, working memory, and attention persistence of the frontal lobe in children with NLD.
METHODSUsing the auditory detection test (ADT), Wisconsin card sorting test (WCST), and C-WISC, 27 children with NLD and 33 normal children in the control group were tested, and the results of C-WISC subtests were analyzed with factor analysis.
RESULTSCompared with the control group, the correct response rate in the auditory detection test in the NLD group was much lower (P < 0.01), and the number of incorrect responses was much higher (P < 0.01); NLD children also scored lower in WCST categories achieved (CA) and perseverative errors (PE) (P < 0.05). Factor analysis showed that perceptual organization (PO) related to visual space and freedom from distractibility (FD) relating to attention persistence in the NLD group were obviously lower than in the control group (P < 0.01).
CONCLUSIONSChildren with NLD have attention control disorder and working memory disorder mainly in the frontal lobe. We believe that the disorder is particularly prominent in the right frontal lobe.
Attention ; Child ; Frontal Lobe ; physiology ; Humans ; Learning Disorders ; psychology ; Male ; Neuropsychological Tests
3.Comparison between Logistic Regression and Artificial Neural Networks as MMPI Discriminator.
Jaewon LEE ; Bum Seok JEONG ; Mi Sug KIM ; Jee Wook CHOI ; Byung Un AHN
Journal of the Korean Society of Biological Psychiatry 2005;12(2):165-172
OBJECTIVES: The purpose of this study is to 1) conduct a discrimination analysis of schizophrenia and bipolar affective disorder using MMPI profile through artificial neural network analysis and logistic regression analysis, 2) to make a comparison between advantages and disadvantages of the two methods, and 3) to demonstrate the usefulness of artificial neural network analysis of psychiatric data. PROCEDURE: The MMPI profiles for 181 schizophrenia and bipolar affective disorder patients were selected. Of these profiles, 50 were randomly placed in the learning group and the remaining 131 were placed in the validation group. The artificial neural network was trained using the profiles of the learning group and the 131 profiles of the validation group were analyzed. A logistic regression analysis was then conducted in a similar manner. The results of the two analyses were compared and contrasted using sensitivity, specificity, ROC curves, and kappa index. RESULTS: Logistic regression analysis and artificial neural network analysis both exhibited satisfactory discriminating ability at Kappa index of greater than 0.4. The comparison of the two methods revealed artificial neural network analysis is superior to logistic regression analysis in its discriminating capacity, displaying higher values of Kappa index, specificity, and AUC(Area Under the Curve) of ROC curve than those of logistic regression analysis. CONCLUSION: Artificial neural network analysis is a new tool whose frequency of use has been increasing for its superiority in nonlinear applications. However, it does possess insufficiencies such as difficulties in understanding the relationship between dependent and independent variables. Nevertheless, when used in conjunction with other analysis tools which supplement it, such as the logistic regression analysis, it may serve as a powerful tool for psychiatric data analysis.
Discrimination (Psychology)
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Humans
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Learning
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Logistic Models*
;
MMPI*
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Mood Disorders
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ROC Curve
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Schizophrenia
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Sensitivity and Specificity
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Statistics as Topic
4.Using machine learning algorithm to predict the risk of post-traumatic stress disorder among firefighters in Changsha.
Aoqian DENG ; Yanyi YANG ; Yunjing LI ; Mei HUANG ; Liang LI ; Yimei LU ; Wentao CHEN ; Rui YUAN ; Yumeng JU ; Bangshan LIU ; Yan ZHANG
Journal of Central South University(Medical Sciences) 2023;48(1):84-91
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.
Humans
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Stress Disorders, Post-Traumatic/diagnosis*
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Firefighters/psychology*
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Cross-Sectional Studies
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Algorithms
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Machine Learning
5.Usefulness of Seoul Verbal Learning Test in Differential Diagnosis of Alzheimer's Disease and Subcortical Vascular Dementia.
Journal of the Korean Neurological Association 2004;22(1):22-28
BACKGROUND: The Seoul Verbal Learning Test (SVLT) is a relatively brief test of verbal learning and memory, which is used to examine dementia patients when a more comprehensive memory assessment is not feasible or when serial testing is desired. The aim of this study was to investigate the pattern of the SVLT performance and its usefulness in making a differential diagnosis between Alzheimer's disease (AD) and subcortical vascular dementia (SVD). METHODS: The SVLT was administered to 15 younger controls, 12 elderly controls, 84 probable AD and 53 SVD patients who met the DSM-IV criteria for dementia. In order to determine the difference of the SVLT parameters between AD and SVD according to the disease severity, the subjects were first grouped into mild dementia (CDR 1 or less) and advanced dementia (CDR2), then the parameters were compared. RESULTS: Pattern analysis of the SVLT performance in subjects with AD and SVD revealed that the mild AD subjects recalled fewer words in trial 2, had a lower discrimination index, a lower combination memory score and more recognition of semantically-unrelated distracter items. In advanced cases, with the exception of combination memory score, there were no differences between the groups in terms of the overall learning or the discrimination index. CONCLUSIONS: Although SVLT has limited differential diagnostic value in advanced cases, in mild cases, pattern analysis of the SVLT performance is a useful tool for discriminating mild AD from SVD. Therefore, a further clinical study should be promising.
Aged
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Alzheimer Disease*
;
Dementia
;
Dementia, Vascular*
;
Diagnosis, Differential*
;
Diagnostic and Statistical Manual of Mental Disorders
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Discrimination (Psychology)
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Humans
;
Learning
;
Memory
;
Seoul*
;
Verbal Learning*
6.Studies of Mentally Handicapped Children and Learning Disonders.
Journal of the Korean Neurological Association 1984;2(1):40-48
700 mentally handicapped child and children with learning disorders were investigated to find out the causes or clinical diagnosis at department of Pediatrics, Yousei Medical School. The abilities of individual child was evaluated for their further education and training. And following results were obtaine. 1. The clinical diagnosis or the cause was not able to make in 233 cases, 33.3%, out of 700. 2. The rest, 64.7%, represented various clinical diagnosis, the most common casuses were cerebral paly, microcephaly, 42.7%, 19.9% respectively. 3. Other various causes vere as follow. Mentally handicapped children related to epilepsy was 107%, children with chromosomal anomalies 4.7%, with CNS anomalies 2.1%, with vascular diseases 5.4%, endocrine disorder 2.6%, muscle disorder 3%, phagomatosis 2.7%, metabolic disorder 1%, encephalopathy and poisoning related disorder was 1% respectively. The CNS infection was 2.6%, syndromes with funny looking face without chromosomal anomalies 1.6%, Psychiatric disorder 0.7%. Developmental disorder was quite common causes of learning disorder which represented 22.2%. Among 700, children with mutism was 1.6% and blind child was 1.4%. 4. Their abilities was evaluated by Griffiths Developmental Scale and WISK testes for further education and training. 89.6% requires physiotherapy or occupational therapy, 95% required speech therapy. 5. Exact evaluation and assessment for mentally handicapped children should be based on well qualified specialistes of various fields working as a team with mutural understanding and exchanging their knowledges. Organization of assessment unit for mentally handicapped children as well as learning disorders is required for efficient assessment and training of staffes. 6. Participation of clinical psychologist and teachers during the process of assessment would great helpful not only to assessing but also teaching these children. We do know that speech therpist and occupational therapist is lack in number. And organization training project of these therapist should established soon as possible.
Child*
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Diagnosis
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Education
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Epilepsy
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Humans
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Learning Disorders
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Learning*
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Mentally Disabled Persons*
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Microcephaly
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Muscular Diseases
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Mutism
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Occupational Therapy
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Pediatrics
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Poisoning
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Psychology
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Schools, Medical
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Specialization
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Speech Therapy
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Testis
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Vascular Diseases
7.Clinical features of various subtypes of attention deficit hyperactivity disorders in children.
Yan-Zhao CHEN ; Fei-Qiu WEN ; Ke-Ying ZHOU ; Chun-He YANG ; Wei ZHANG ; Ning LI
Chinese Journal of Contemporary Pediatrics 2010;12(9):704-708
OBJECTIVETo study the features of various subtypes of attention deficit hyperactivity disorders (ADHD) in children.
METHODSSex composition, risk factors, comorbidities, intelligence quotient and behavioral problems were investigated in 175 children with ADHD who met the Diagnostic Statistical Manual of Mental Disorder Criteria (DSM-IV). The children were classified into three groups: ADHD predominantly inattentive (ADHD-I, n=82), ADHD predominantly hyperactive-impulsive (ADHD-HI, n=24) and ADHD combined type (ADHD-C, n=69).
RESULTSThere were no significant differences in the sex composition among the three groups. The rates of birth abnormality in the ADHD-I and the ADHD-C groups were higher than those in the ADHD-HI group. Negative parenting practices were noted more frequently in the ADHD-HI and the ADHD-C groups than the ADHD-I group. There were no significant differences in the performance intelligence quotient (PIQ), verbal intelligence quotient (VIQ) and full intelligence quotient (FIQ) among the three groups. However, the incidence of imbalance between VIQ and PIQ in the ADHD-I group was higher than the other two groups. The rate of comorbidities with oppositional defiant disorder (ODD) and tic disorder (TD) in the ADHD-C and the ADHD-HI groups was higher than that in the ADHD-I group. Both the ADHD-I and the ADHD-C groups had a higher rate of comorbidities with learning disorder (LD) than the ADHD-HI group. The impulsive/hyperactive and conduct problems were more severe and the hyperactivity index was higher in the ADHD-C and the ADHD-HI groups than those in the ADHD-I group, while the learning difficulties in the ADHD-I group were the most severe.
CONCLUSIONSThe children with ADHD-C or ADHD-HI have higher incidences of comorbidities with ODD and TD than those with ADHD-I who the learning difficulties and the imbalance between VIQ and PIQ are more severe.
Adolescent ; Attention Deficit Disorder with Hyperactivity ; classification ; psychology ; Child ; Female ; Humans ; Intelligence ; Learning Disorders ; etiology ; Male ; Risk Factors
8.Influence of chronic epilepsy on spatial memory retrieval in rats.
Li-san ZHANG ; Chu-lei JIN ; Qing LI ; Yong-cheng SUN ; Zhong CHEN
Journal of Zhejiang University. Medical sciences 2004;33(3):205-208
OBJECTIVETo investigate the influence of chronic epilepsy on spatial memory retrieval in rats, and to evaluate the effects of TAK-147, an acetylcholinesterase inhibitor, and histidine, the precursor of histamine, on the amnesia induced by epilepsy.
METHODSAfter successfully trained in the 8-arm (4-arm baited) radial maze, the rats were ip injected with a subconvulsive dose of pentylenetetrazole (PTZ) every 48 h until fully kindled. Memory retrieval was tested at the same maze.
RESULTImpairment of memory retrieval was in a steady state 1 to 18 days after fully kindled, the ability of memory retrieval returned to the control level 31 days after fully kindled. TAK-147 showed an ameliorating effect on memory impairment induced by epilepsy, including reference and working memory in a dose-dependent manner. Histidine only ameliorated reference but not working memory.
CONCLUSIONPTZ-kindled seizure impair spatial memory retrieval, which it might be due to a decrease of brain acetylcholine and histamine induced by epilepsy.
Animals ; Benzazepines ; therapeutic use ; Chronic Disease ; Dose-Response Relationship, Drug ; Epilepsy ; psychology ; Male ; Maze Learning ; Memory Disorders ; drug therapy ; etiology ; Pentylenetetrazole ; Rats ; Rats, Sprague-Dawley
9.Protective Effects of Curcumin and Sertraline on the Behavioral Changes in Chronic Variable Stress-Induced Rats.
Ali NOORAFSHAN ; Mohammad Amin ABDOLLAHIFAR ; Saied KARBALAY-DOUST ; Reza ASADI-GOLSHAN ; Ali RASHIDIAN-RASHIDABADI
Experimental Neurobiology 2013;22(2):96-106
Behavioral characteristics of the animal models and humans are impaired in chronic stress. The present study aimed to evaluate and compare the protective effects of sertraline and curcumin on stress-induced learning and memory impairment, anxiety and anhedonia in rats. Male rats were divided into seven groups: stress+water, stress+olive oil, stress+curcumin (100 mg/kg/day), stress+sertraline (10 mg/kg/day), curcumin, sertraline, and control groups. The rats were exposed to chronic variable stress for 56 days. At the end of 40 days and while the previous treatments were continued, the rats were tested in the eight radial maze, elevated plus maze, and sucrose consumption for learning and memory, anxiety, and anhedonia, respectively. In comparison to the non-stressed group, stress+water and stress+olive oil groups revealed a significantly lower percent of correct choices and higher reference and working memory errors during learning and retention phases (p<0.001). In addition these stress groups showed a significant lower percent of the open arms time and open arms entries in the elevated plus maze and consuming less sucrose solution. In addition, the stress+curcumin and stress+sertraline groups showed a better performance in the evaluated parameters of the radial arm maze, elevated plus maze, and sucrose consumption tests. It appears that curcumin and sertraline have the similar effectiveness on behavioral changes in chronic variable stress-induced rats.
Anhedonia
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Animals
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Anxiety
;
Arm
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Curcumin
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Humans
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Learning
;
Male
;
Memory
;
Memory Disorders
;
Memory, Short-Term
;
Models, Animal
;
Rats
;
Retention (Psychology)
;
Sertraline
;
Sucrose
10.Protective effects and mechanism of total coptis alkaloids on a beta 25-35 induced learning and memory dysfunction in rats.
Zheng-qin YANG ; Su-fen YANG ; Jun-qing YANG ; Qi-xin ZHOU ; Shao-lin LI
Chinese journal of integrative medicine 2007;13(1):50-54
OBJECTIVETo observe the effect of total coptis alkaloids (TCA) on beta -amyloid peptide (A beta 25-35) induced learning and memory dysfunction in rats, and to explore its mechanism.
METHODSForty male Wistar rats were randomly divided into four groups: the control group, the model group, the TCA low dose (60 mg/kg) group and the TCA high dose (120 mg/kg) group, 10 in each. A beta 25-35 (5microl, 2 microg/microl) was injected into bilateral hippocampi of each rat to induce learning and memory dysfunction. TCA were administered through intragavage for consecutive 15 days. Morris Water Maze test was used to assess the impairment of learning and memory; concentration of malondialdehyde (MDA) in cerebral cortex was determined by thiobarbituric acid reactive substance to indicate the level of lipid peroxidation in brain tissues; activity of manganese-superoxide dismutase (Mn-SOD) in cerebral cortex was determined by xanthine-oxidase to indicate the activity of the enzyme; and NF- kappa B protein expression in cerebral cortex was measured by SP immunohistochemistry.
RESULTS(1) Morris Water Maze test showed that, during the 4 consecutive days of acquisition trials, the rats in the model group took longer latency and searching distance than those in the control group (P<0.01), which could be shortened by high dose TCA (P<0.05); during the spatial probe trial on the fifth day, the rats in the model group took shorter searching time and distance on the previous flat area than those in the control group (P<0.01), which could be prolonged after TCA treatment (for low dose group, P<0.05; for high dose group, P<0.01). (2) Analysis of cerebral cortical tissues showed that, compared with the control group, MDA level got significantly increased and Mn-SOD activity decreased in the model group (both P<0.01). After having been treated with TCA, the MDA level got significantly decreased (P<0.05 and P<0.01 respectively for low and high dose group), while relative increase of Mn-SOD activity only appeared in high dose group (P<0.05). (3) Immunohistochemistry analysis showed the protein expression of NF- kappa B got significantly increased after modeling, while high dose TCA can significantly inhibit it.
CONCLUSIONTCA could improve A beta 25-35 induced dysfunction of learning and memory in rats, and its protective mechanism is associated with its actions in decreasing MDA level, increasing Mn-SOD activity and inhibiting the expression of NF-kappa B in cerebral cortex.
Alkaloids ; administration & dosage ; pharmacology ; Amyloid beta-Peptides ; administration & dosage ; Animals ; Cerebral Cortex ; metabolism ; Coptis ; chemistry ; Dose-Response Relationship, Drug ; Hippocampus ; drug effects ; Injections ; Learning Disorders ; chemically induced ; psychology ; Male ; Malondialdehyde ; metabolism ; Maze Learning ; drug effects ; Memory ; drug effects ; Memory Disorders ; chemically induced ; psychology ; NF-kappa B ; metabolism ; Peptide Fragments ; administration & dosage ; Rats ; Rats, Wistar ; Reaction Time ; drug effects ; Superoxide Dismutase ; metabolism ; Swimming