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復原力的力量: 個人與來自家庭、學校脈絡中的保護機制對青少年憂鬱症狀改變之影響 / Resilient Outcome:The Impacts of Self-Esteem and Protective Mechanisms in Family and School Contexts on Trajectories of Adolescent Depressive Symptoms黃鈺婷, Huang,Yu Ting Unknown Date (has links)
本研究採用一項有關青少年成長與發展調適問題的長期貫時性追蹤資料(1996-1999),試圖突破過去討論青少年憂鬱症狀發展時,所用之横斷式資料的囿限,嘗試應用潛在成長曲線模型(Latent growth curve model, LGC Model)的分析方法,加入歷史時間的縱深,捕捉青少年憂鬱症狀的「起始狀態」、與「個別的成長軌跡發展」。以不扭曲地將所有受試青少年在三年間的內化症狀變化情形,忠實地描述出來。而後,加入「改變」因素的討論,企圖尋找能影響青少年憂鬱症狀發展軌跡的關鍵機制。
此研究主要目的即在「具象化」復原力的理論觀點,企圖加入動態的時間面向,確認負向生活事件與青少年憂鬱症狀發展軌跡之間的因果關聯,並探討來自個人、與環境脈絡中的關係運作,對青少年憂鬱症狀平均數、變化方向與速率的跨時間影響。研究結果明確回答:為什麼有些青少年在受到憂鬱症狀的負向影響之後,尚能有回復機會並「表現地比預期好」的疑問。至於針對一群憂鬱症狀發展呈現改善、或惡化的少數青少年樣本,在性別、自尊、負向生活事件、家庭親子互動、學校好朋友關係等特性上的差異,本研究亦逐一說明。
在理論層次上,本項研究結合適切的研究方法,從「靜態」到「動態」地觀察青少年的身心發展、自「個人」到「家庭系統內外」討論內外在資源對青少年復原的短暫以及長久影響效果,並以一般青少年為研究對象的作法,擴增了復原力理論的推論範疇與解釋深廣。研究顯示,青少年的「改善」或「惡化」憂鬱症狀發展軌跡,確實在環境脈絡的節制之下,存在著個別差異。此外,青少年起始的憂鬱狀態並不影響憂鬱症狀軌跡發展的變化率。家庭經濟不利這項負向生活事件,對於青少年憂鬱症狀的預測,只呈現短暫的初始影響。自尊和好朋友關係皆是青少年可以主動建構與可為之舉,為兩個最重要能影響青少年憂鬱症狀變化的關鍵因素。至於學校脈絡,則可視為在家庭脈絡之外,能提供青少年憂鬱症狀改變效果的新路徑,以及讓青少年可以順利「轉大人」之雙重機會的結構因素。 / Using data derived from a panel study (1996-1999) of long-term Taiwanese adolescent development and adaptation, this study intended to break through the limitations of cross-sectional studies, which plagued past studies of adolescents’ developing depressive symptoms. By employing the Latent Growth Curve Model (LGC Model), this study mainly attempted to feature the individual initial status and the trajectory of every adolescent’s developmental depressive symptoms, which concerned about the important functions of the dynamic historical time and space on youth internalizing symptoms, for the research purpose to reflect the real resilient outcome each adolescent displayed. Besides, in order to understand the key factors that were taken as positive and effective mechanisms to influence the initial status and rates of changes on youth trajectories of depressive symptoms, several latent constructs such as self-esteem and protective factors developed from family and school contexts were taken into accounts. Further, specified characteristics were noted to highlight the basic differences gradually showed between resilient improved adolescents and worsen ones.
A positive-psychological stance was taken as the leading research perspective in this study. The results shows that familial economic hardship only affects the initial status of adolescent depressive symptoms, implying that this negative event just had a short-term effect on youth’s psychological well beings. Those who were initially vulnerable to familial negative event had opportunity to become resilient over time. As to the protective factors, self-esteem and cohesive good-friendship were two crucial facets adolescents could actively construct and make efforts for further resilient performances to be better than expected.
The analyzing results indicated, interestingly, that parent-child relationship early obtained in family context and adolescent’s satisfaction with parenting merely counted for the initial impact on adolescent trajectories of depressive symptoms. Concerns and cohesive relationships acquired in school contexts, especially in classes, provided dual chances for adolescents to become resilient in a long run.
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Saccharomyces cerevisiae: A Platform for Structure-activity Relationship Analysis and High-throughput Candidate PrioritizationSong, Kyung Tae Kevin 17 July 2013 (has links)
The budding yeast Saccharomyces cerevisiae has been an invaluable model organism in contributing to the current understanding of cellular biology, owing mainly to its highly tractable genetic system and the completion of its genome sequencing in 1996. Indeed, these bolstered the development of novel methods that have provided great insights into genetic and protein networks in human cells. With the large collection of datasets, S. cerevisiae also became an ideal platform for investigating the mechanism of action of novel compounds. The first part of my thesis uses a validated chemogenomic assay to investigate the mechanism of action of structurally related novel DNA-damaging agents, delineating valuable structure-activity relationship in the process. The second part describes the development of a method that uses drug-induced wild-type growth dynamic to characterize novel compounds, which, in combination with the chemogenomic assay, may complement existing high throughput screening experiments to improve the current drug development process.
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Saccharomyces cerevisiae: A Platform for Structure-activity Relationship Analysis and High-throughput Candidate PrioritizationSong, Kyung Tae Kevin 17 July 2013 (has links)
The budding yeast Saccharomyces cerevisiae has been an invaluable model organism in contributing to the current understanding of cellular biology, owing mainly to its highly tractable genetic system and the completion of its genome sequencing in 1996. Indeed, these bolstered the development of novel methods that have provided great insights into genetic and protein networks in human cells. With the large collection of datasets, S. cerevisiae also became an ideal platform for investigating the mechanism of action of novel compounds. The first part of my thesis uses a validated chemogenomic assay to investigate the mechanism of action of structurally related novel DNA-damaging agents, delineating valuable structure-activity relationship in the process. The second part describes the development of a method that uses drug-induced wild-type growth dynamic to characterize novel compounds, which, in combination with the chemogenomic assay, may complement existing high throughput screening experiments to improve the current drug development process.
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影響臺灣青少年偏差行為之貫時性研究-以TEPS資料分析為例 / The panel study of the deviation behavior in Taiwan: evidence from Taiwan education panel survey李昭鋆, Lee, Chao Yun Unknown Date (has links)
對偏差行為的解釋有多種理論,不過以後天的角度詮釋偏差行為,則社會控制理論、自我控制理論是最有力的解釋理論。本研究亦欲圖驗證此兩種理論在多變量潛在成長模型的效用。因此,研究者採用臺灣教育長期追蹤資料庫之資料,以自我控制信念、親子關係、同儕關係、學校依附感、教育抱負、學業成就預測偏差行為之變化。此外,並探究性別對潛在成長模型之影響。茲將研究成果陳述如下。
1、偏差行為隨著年級逐漸增加,日益增加,變異數亦逐漸擴大。
2、整體多變量潛在成長模型中,整體模式適配度良好。
3、自變項對偏差行為截距、斜率解釋量分別為.19、.32,顯示模式的解釋量仍有改善空間,其中對截距之預測達顯著者,分別為同儕關係截距、學校依附感截距、學業成就截距、親子關係截距。對斜率之預測力達顯著者,分別為學校依附感斜率、學校依附感截距、同儕關係斜率、同儕關係截距、教育抱負截距。
4、運用多群組分析,發現男女生並無測量不變性。
5、性別對偏差行為有重要影響。
6、預測女生的斜率主要考量其學校依附感和同儕關係,但預測男生偏差行為的斜率除了與學校、同儕的關係外,還要考量其教育抱負。
最後,根據上述的結論,研究者分別提出實務、研究方法、未來偏差行為研究之建議,以作為參考。 / The cause of deviation behavior is explained by many theories. However, social control theory and self control theory are the most famous and important theories. Research would like to confirm the theories which are applied in multivariable latent growth curve model. Therefore, TEPS data are analyzed to investigate the model, and the results are as follows:
(1)Deviation behavior gradually increases with time and variety of it also rises.
(2)The fit of model is good.
(3)The intercept is explained 19% by independent variables and the slope is explained 32%. In addition, it is significant for the intercept of the relation of peer group, attachment feeling of school, parental relation and academic achievement in the regression which is employed to anticipate the intercept. It is significant that the intercept of the relation of peer group, attachment feeling of school, and educational ambition and the slope of peer group, and attachment feeling of school can anticipate slope of deviation behavior effectively.
(4)Employing multi-group analysis, there exist gender differences in the model.
(5)Sex has influence on deviation behavior.
(6)For girls, the slope of deviation behavior is anticipated by social relations, but for boys, besides the peer relationship, it is also included the educational ambition.
According the results, some suggestions are proposed for future researches and the administration authority.
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Estudo de modelos não-lineares na descrição do crescimento de fêmeas da raça CanchimGaviolli, Vanessa Rejane Nogueira [UNESP] 15 January 2010 (has links) (PDF)
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gaviolli_vrn_me_jabo.pdf: 597637 bytes, checksum: 970dfc2e9d73c9379c7a724eab7ac345 (MD5) / Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) / Os objetivos deste trabalho foram identificar as funções matemáticas que melhor se ajustam para descrever o crescimento de fêmeas da raça Canchim e do grupo genético MA (filhos de touros da raça Charolesa e vacas ½ Canchim + ½ Nelore), e estimar a herdabilidade dos parâmetros A e k da curva que melhor se ajustou aos dados e a correlação genética desses com a idade (IPP) e o peso (PPP) ao primeiro parto e idade (ISP) e peso (PSP) ao segundo parto. As funções não lineares Brody, Richards, Von Bertalanffy e duas alternativas de Gompertz e de Logístico foram ajustadas pelo método de Gauss Newton e procedimento NLIN do SAS, a dados peso-idade de 1.923 bovinos da raça Canchim e MA, nascidos de 1972 a 2006, com pesagens no mínimo até os 37 meses de idade e no máximo até os 100 meses de idade e com pelo menos sete pesagens. A comparação entre os modelos foi realizada com base na interpretação biológica dos parâmetros e nos avaliadores de qualidade de ajuste. A estimação dos parâmetros genéticos foi feita pelo método da máxima verossimilhança restrita, utilizando análises uni e bicaracterísticas com modelos que incluíram o efeito fixo de grupo de contemporâneos e o efeito aleatório aditivo direto. Os modelos Brody e Von Bertalanffy ajustaram aos dados peso-idade, enquanto que os demais não convergiram, sendo que o modelo Brody foi escolhido para a obtenção dos parâmetros A e k de cada animal. As estimativas de herdabilidade obtidas foram 0,32 ± 0,05; 0,12 ± 0,04; 0,12 ± 0,04; 0,43 ± 0,06; 0,19 ± 0,06 e 0,44 ± 0,06, para A, k, IPP, PPP, ISP e PSP, respectivamente. Estes resultados sugerem que é possível, mas difícil obter mudanças na curva de crescimento dos animais pela seleção. As estimativas de correlação genética dos parâmetros A e k com as idades e os pesos aos partos sugerem que a seleção para modificar A deve provocar mudanças no... / The objectives in this study were to identify the mathematical function that best fits the growth of Canchim and MA (offspring of Charolais bulls and ½ Canchim + ½ Nelore cows) females, and to estimate the heritability of parameters A and k of the function that best fitted the data and the genetic correlations of these parameters with age (IPP) and weight (PPP) at first calving and age (ISP) and weight (PSP) at second calving. Brody, Richards, Von Bertalanffy and two alternatives of Gompertz and of Logistic non-linear models were fitted by Gauss Newton method and NLIN procedure of SAS. Weight-age data of 1,923 females born from 1972 to 2006, with weighing at least at 37 months of age and at most at 100 months of age, and with at least seven weighing were used. The comparison between the models was based on the biological interpretation of parameters and measures of quality of adjustment. The genetic parameters were estimated by the restricted maximum likelihood method using one and two-trait analyses with animal models that included the fixed effect of contemporary group and the random additive direct effect. The Brody and the Von Bertalanffy models adjusted the weight-age data well, while the others did not converge, and the Brody function was chosen to obtain the parameters A and k of each animal. The heritability estimates were 0.32 ± 0.05, 0.12 ± 0.04, 0.12 ± 0.04, 0.43 ± 0.06, 0.19 ± 0.06 and 0.44 ± 0.06 for A, k, IPP, PPP, ISP and PSP were, respectively. These values suggest that it is possible, but difficult to obtain changes in the pattern of the growth curve of the animals by selection. Estimates of genetic correlation of parameters A and k with the other traits suggest that selection to change A should cause changes in the same direction in PPI, PPP, ISP and PSP, and that changes in k, if they occur, should also be followed by changes in the other traits, but in the opposite direction
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Utilização de funções matemáticas em sistemas de produção de leite na região de Nossa Senhora da Glória, Estado de Sergipe / Use of mathematical functions in dairy production systems in the region of Nossa Senhora da Glória, State of SergipePereira, Mikaele Alexandre 31 July 2013 (has links)
The objective of this study outline a diagnosis of dairy farming in the municipality of Nossa Senhora da Gloria, State of Sergipe, addressing productive and reproductive aspects, and test mathematical models for their suitability to describe the curves of growth and lactation in cattle compounds by crossbred animals Taureans x Zebu cattle. Article 1: Technical evaluation of milk production systems in the region of Nossa Senhora da Gloria, State of Sergipe. Eight producers were selected, which were grouped according to the following scale daily milk yield (kg/day) Group 1 (G1) . 100 kg/day, group 2 (G2): > 100 kg / day . 500, Group 3 (G3):> 500 kg / day. Productivity per cow per year differed between groups (p <0.05) with values of 2.226,06, 4.428,50 and 6063.84 kg / cow / year for G1, G2 and G3, respectively. In land productivity G1 (1.801,63 kg / ha / year) did not differ from G2 (1.562,26 kg/ha/year) and G3 (3.798,08 kg/ha/ year), however the latter two differed other (p <0,05). The reproductive indices obtained for G1, G2 and G3 were: calving interval of 14,59, 12,96 and 13,14 months; service period 169,89, 121,89 and 125,95 days and rates of pregnant 14,87, 28,01 and 17,99%. The G2 got better reproductive rates (P <0,05). Given the above, it is concluded that the groups of producers with production less than 100 kg of milk/day and between 101 and 500 kg milk/day are technically feasible for the region studied. Article 2: Comparison of nonlinear models to describe the growth of females Taurino x Zebu crossbred dairy cattle in Nossa Senhora da Gloria, State of Sergipe. We used 537 records of weighings made at intervals of 30 days during the period from 2010 to 2012. The mathematical models used were: Brody (BD), Von Bertalanffy (VB), Logistics (LG) and Gompertz (GP). The weights and asymptotic growth rates instant (TCI) were respectively: BD, 1.982 kg and 0,451 to 0,555 kg/month, for VB, 550,50 kg and 0,535 to 12,04 kg/month, LG, 405,20 kg and 0,0021 to 0,180 kg/month, GP, 479,70 kg and 0,259 to 0,623 kg/month. The VB model fitted well the growth curve, however showed greater deviation in the rate curve TCI compared to the observed data. The GP model showed better adaptation to growth data crossbred females with genetic variation between groups of Taurino x Zebu crosses in semi-extensive system. Article 3: Shape of lactation curve in Taurino x Zebu crossbred females in the semi-arid region of Sergipe. 1496 records were used for milk production performed every 30 days during the period from 2011 to 2012. The adjustment was made for the mean curve, making the use of four mathematical models: Nelder, 1966 (ND), Wood, 1967 (WD), Bianchini Sobrinho, 1984 (BS) and Wilmink, 1987 (WK). The average values of Ra2 were <0,82. All curves showed typical patterns. The other functions in the graph showed similar distribution of waste, however only the function ND was able to estimate the components of the lactation curve effectively. / Objetivou-se com esse estudo tracar um diagnostico da atividade leiteira no municipio de Nossa Senhora da Gloria, Estado de Sergipe, abordando aspectos produtivos e reprodutivos, e testar modelos matematicos quanto a sua adequacao para descrever as curvas de crescimento e de lactacao de rebanhos compostos por animais mesticos de Taurinos x Zebus. Artigo 1: Avaliacao tecnica de sistemas de producao de leite na regiao de Nossa Senhora da Gloria, Estado de Sergipe. Foram selecionados oito produtores, os quais foram agrupados de acordo com a seguinte escala de producao de leite diaria (kg/dia): Grupo 1 (G1): . 100 kg/dia; Grupo 2 (G2): > 100 kg/dia e . 500; Grupo 3 (G3): > 500 kg/dia. A produtividade por vaca por ano diferiu entre os grupos (p<0,05) com valores de 2.226,06, 4.428,50 e 6.063,84 kg de leite/vaca/ano para G1, G2 e G3, respectivamente. Na produtividade da terra o G1 (1.801,63 kg/ha/ano) nao diferiu de G2 (1.562,26 kg/ha/ano) e G3(3.798,08 kg/ha/ano), no entanto estes dois ultimos diferiram entre si (p<0,05). Os indices reprodutivos obtidos para G1, G2 e G3 foram respectivamente: intervalo de partos de 14,59, 12,96 e 13,14 meses; periodo servico de 169,89, 121,89 e 125,95 dias e taxas de prenhes de 14,87, 28,01 e 17,99%. O G2 obteve melhores indices reprodutivos (P<0,05). Diante do exposto, conclui-se que os grupos de produtores com producoes menores que 100 kg de leite/dia e entre 101 e 500 kg de leite/dia sao tecnicamente viaveis para a regiao estudada. Artigo 2: Comparacao de modelos nao-lineares para descrever o crescimento de femeas mesticas Taurino x Zebu na bacia leiteira de Nossa Senhora da Gloria, Estado de Sergipe. Foram utilizados 537 registros de pesagens realizadas em intervalos de 30 dias durante o periodo de 2010 a 2012. Os modelos matematicos utilizados foram: Brody (BD), Von Bertalanffy (VB), Logistico (LG) e Gompertz (GP). Os pesos assintoticos e as taxas de crescimento instantaneas (TCI) foram respectivamente: para BD, 1.982 kg e 0,451-0,555 kg/mes; para VB, 550,50 kg e 0,535-12,04 kg/mes; LG, 405,20 kg e 0,0021-0,180 kg/mes; GP, 479,70 kg e 0,259-0,623 kg/mes. O modelo VB ajustou-se bem a curva de crescimento, no entanto apresentou maior desvio na curva da taxa TCI em relacao aos dados observados. O modelo de GP apresentou melhor adaptacao aos dados de crescimento de femeas mesticas com variacao de grupos geneticos entre cruzamentos de Taurino x Zebu em sistema semi-extensivo. Artigo 3: Forma da curva de lactacao em femeas mesticas Taurino x Zebu no Semi-arido de Sergipe. Foram utilizados 1496 registros de producao de leite realizados em intervalos de 30 dias durante o periodo de 2011 a 2012. O ajuste foi feito para a curva media, fazendo-se o uso de quatro modelos matematicos: Nelder, 1966 (ND), Wood, 1967 (WD), Bianchini Sobrinho, 1984 (BS) e Wilmink, 1987 (WK). Os valores medios de Ra2 foram < 0,82. Todas as curvas apresentaram padroes tipicos. As demais funcoes apresentaram comportamento semelhante no grafico de distribuicao dos residuos, no entanto somente a funcao ND foi capaz de estimar os componentes da curva de lactacao de forma eficaz.
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Tecnologia no tratamento de águas residuárias / Technology in the treatment of wastewaterMacagnan, Daiany Crystina 25 July 2011 (has links)
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Previous issue date: 2011-07-25 / Coordenação de Aperfeiçoamento de Pessoal de Nível Superior / The wastewater is generated daily in all the activities that need water in their process, whether health activities for residential and commercial or manufacturing processes of enterprises. This study evaluated the efficiency of the microalgae Scenedesmus in nitrogen and phosphorus removing from brewery wastewater. Two experiments were conducted at different times in three replicates of each one packaged in boxes of fiberglass 100L. Each treatment was made for a completely randomized design with three different concentrations of wastewater. The collect of wastewater was made at different times. The medium was constituted of 80L of wastewater and five liters of inoculated culture of microalgae Scenedesmus sp. We evaluated the growth curve, phosphate and nitrogen compounds removal, the correlation between the removal of compounds with algal growth, yield and protein biomass. Higher algal density was observed in the treatment 6 (T6) medium with 776 x 104 cells / mL and all treatments had high coefficients of determination (R2) ranging from 0.87 to 0.99 in T4 at T6. In the experiment 1 the removal of the compounds in the treatments occurred in 17 days. In experiment 2 the nitrate removed in 17 days in all treatments and orthophosphate and phosphorus removal occurred between nine to 24 days. Generally, the correlations ranged from moderate to strong, with the exception of total phosphorus in T4 which showed a weak correlation (-0.08).The biomass and crude protein in experiment 1 ranged from 0.15 to 0.19 g / L and 19 to 27% respectively, while those in experiment 2 ranged from 0.12 to 0.19 g / L and 34 to 46% protein. It is concluded that biological treatment from microalgae is able to reduce the nitrate, phosphorus and orthophosphate present in the brewery wastewater, producing biomass with high protein values. / As águas residuárias são geradas diariamente em todas as atividades que necessitam de água em seu processo, sejam elas atividades sanitárias residenciais e comerciais ou pelos processos produtivos das empresas. Neste trabalho avaliou-se a eficiência do gênero de microalgas Scenedesmus na remoção de compostos nitrogenados e fosfatados de efluente de cervejaria. Foram realizados dois experimentos em períodos diferentes e cada um tratou-se de um delineamento inteiramente casualizado com três concentrações de efluente de cervejaria oriundos de coletas em horários diferentes e três repetições de cada tratamento acondicionados em caixas de fibra de vidro de 100L. Em cada unidade experimental foram adicionados 80L de efluente e inoculados cinco litros de cultura de microalga Scenedesmus sp. Avaliaram-se a curva de crescimento, a remoção dos compostos fosfatados e nitrogenados, a correlação entre a remoção dos compostos com o crescimento algal, o rendimento e a proteína da biomassa. A maior densidade algal observada foi no tratamento 6 (T6) com média 776 x 104 cél./mL e todos os tratamentos apresentaram altos coeficientes de determinação (R2) variando de 0,87 em T4 a 0,99 em T6. A remoção dos compostos nos tratamentos do experimento 1 ocorreram em 17 dias. No experimento 2 houve remoção do nitrato em 17 dias em todos os tratamentos e as remoções do ortofosfato e do fósforo variaram de nove a 24 dias. De modo geral as correlações variaram de moderada a forte, com exceção do fósforo total em T4 que mostrou correlação fraca (-0,08). Os rendimentos da biomassa e proteína bruta no experimento 1 variaram de 0,15 a 0,19g/L e de 19 a 27% de proteína, enquanto no experimento 2 esses valores variaram de 0,12 a 0,19g/L e de 34 a 46% de proteína. Conclui-se que esse tratamento biológico a partir de microalgas é capaz de reduzir os teores de nitrato, fósforo e ortofosfato presentes no efluente de cervejaria, gerando biomassa com altos valores protéicos.
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Assessing the accuracy of the growth in theoretical capability as predicted by the career path appreciation (CPA) 1 VS CPA 2Kruger, Ester 28 February 2013 (has links)
The need for the identification and appropriate development of talent in organisations has led to a renewed interest in the accuracy of tools used in this context. The objectives of the study were to: (1) determine whether there is a significant difference in the growth in theoretical capability as predicted by Career Path Appreciation (CPA) 1 and CPA 2 among the sample population, (2) determine whether there is a significant difference in Mode as predicted by CPA 1 and CPA 2 among the sample population, and (3) formulate recommendations for Talent Management and Industrial and Organisational Psychology practices and future research.
The CPA is a tool used for the selection and development of talent nationally and internationally. Limited recent test-retest research has been done regarding the utilisation of the CPA in this context. Scholars in the field of industrial psychology could therefore benefit from follow-up research regarding the validity and reliability of the CPA. The research design is an ex post facto correlational design using longitudinal data of a sample of convenience (N=527).
Overall, the results indicated a significant correlation between CLC for CPA 1 and CPA 2 as well as between Mode for CPA 1 and CPA 2. The CPA as a measure of theoretical capability is consistently accurate between measures and can be used with confidence for the identification and development of talent within organisations. / Industrial and Organisational Psychology / M. Admin. (Industrial and Organisational Psychology)
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Classification of Repeated Measurement Data Using Growth Curves and Neural NetworksAndersson, Kasper January 2022 (has links)
This thesis focuses on statistical and machine learning methods designed for sequential and repeated measurement data. We start off by considering the classic general linear model (MANOVA) followed by its generalization, the growth curve model (GMANOVA), designed for analysis of repeated measurement data. By considering a binary classification problem of normal data together with the corresponding maximum likelihood estimators for the growth curve model, we demonstrate how a classification rule based on linear discriminant analysis can be derived which can be used for repeated measurement data in a meaningful way. We proceed to the topics of neural networks which serve as our second method of classification. The reader is introduced to classic neural networks and relevant subtopics are discussed. We present a generalization of the classic neural network model to the recurrent neural network model and the LSTM model which are designed for sequential data. Lastly, we present three types of data sets with an total of eight cases where the discussed classification methods are tested. / Den här uppsatsen introducerar klassificeringsmetoder skapade för data av typen upprepade mätningar och sekventiell data. Den klassiska MANOVA modellen introduceras först som en grund för den mer allmäna tillväxtkurvemodellen(GMANOVA), som i sin tur används för att modellera upprepade mätningar på ett meningsfullt sätt. Under antagandet av normalfördelad data så härleds en binär klassificeringsmetod baserad på linjär diskriminantanalys, som tillsammans med maximum likelihood-skattningar från tillväxtkurvemodellen ger en binär klassificeringsregel för data av typen upprepade mätningarn. Vi fortsätter med att introducera läsaren för klassiska neurala nätverk och relevanta ämnen diskuteras. Vi generaliserar teorin kring neurala nätverk till typen "recurrent" neurala nätverk och LSTM som är designade för sekventiell data. Avslutningsvis så testas klassificeringsmetoderna på tre typer av data i totalt åtta olika fall.
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教育體制、學習環境與學生成果之研究 / A Study on Education System, Learning Environment and Students' Academic Outcomes張明宜, Chang, Ming Yi Unknown Date (has links)
This research highlights the importance of considering the degree students’ integration into school classes when estimating school effects. Combining and using two different datasets collected before and after education reform in Taiwan, the study compares school effects under two different education systems in order to answer the question about the efficiency of education reform.
I estimate multilevel growth models to assess how school environments affect changes in students’ initial and change rate of their academic performance across junior high school years. Besides, two-part random-effects models are also introduced into the analyses to testify how school environment influence adolescent performance in their high school enrollments. My results support and extend Blau’s structural theory, revealed that school contexts and school networks directly and indirectly influences students’ performance in their school classes and in their high school enrollments, suggesting students’ outcome are conditioning by the local structure, the school environments. However, through making more friends inside and outside school classes, students still have their own power to modify the environmental impacts on themselves.
With respect to the comparisons of school effects on individuals’ performance under two different education systems in Taiwan, the decreasing peer influences and the decreasing significance of school networks indicate that the school effects gradually decline after the administration of education reform. One should note that simply a little change on education system might alter students, parents, and teachers’ behaviors. The decreasing peer effects and the decreasing school effects on students’ academic performance suggesting that students might change their behaviors on interacting with their friends and change their behaviors at schools in order to jostle higher education after education reform. The increasing cram schooling and the increasing significance of family SES support the inference that students modify their behaviors to come up against the education reform in Taiwan.
These findings suggest the need for more panel datasets collected from the newly cohorts after education reform was administrated for a period and the need for more studies of education reform and school effects, to have more understanding about the mechanisms of school efficiency.
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