Dissertations / Theses on the topic 'Average treatment effect on the treated'
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Tvaranaviciute, Iveta. "Fisher Inference and Local Average Treatment Effect: A Simulation study." Thesis, Uppsala universitet, Statistiska institutionen, 2020. http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-412989.
Full textPeter, Yanda. "Measurement of the average radiation dose to patients during intracranial aneurysm coil embolization." Thesis, Cape Peninsula University of Technology, 2019. http://hdl.handle.net/20.500.11838/2976.
Full textIntroduction: Intracranial aneurysm coil embolization is a fluoroscopically guided interventional procedure that is often preferred over surgical clipping for the treatment of intracranial aneurysms. Fluoroscopically guided procedures are associated with high levels of radiation doses which have the potential to induce skin injuries; and this necessitates adherence to radiation protection measures, especially the optimization of radiation exposure during fluoroscopically guided procedures. Optimization of radiation exposure can be achieved by applying the as low as reasonably achievable (ALARA) principle and by implementing diagnostic reference levels (DRLs). Monitoring and documentation of radiation doses at the end of each procedure is also essential to identify patients that are at risk of developing radiation-induced injuries for possible follow-up. Aim: This research study aimed to determine the average radiation dose to patients' thyroid glands and skin during intracranial aneurysm coil embolization. The objectives were to establish preliminary DRLs for intracranial aneurysm coil embolization; to ascertain whether the anatomical location of the intracranial aneurysm had an effect on the radiation dose and to compare the measured thyroid gland and skin doses to the Monte Carlo calculated doses. Methods: A prospective quantitative research study was conducted on 34 participants who had intracranial aneurysms that required coil embolization during the study period. Radiation doses to the anterior neck of participants, over the thyroid gland region, were measured using lithium fluoride thermoluminescent dosimeters (TLDs). In addition, the air-kerma area product (KAP) values were used to determine the participants' skin dose and the DRLs. Considering that it is not possible to perform direct thyroid measurements on human beings, phantom-based simulation studies were performed to evaluate the difference between the dose measured on the anterior neck and the dose measured directly on the thyroid gland. Three different aneurysm coil embolization scenarios were simulated during the phantom-based simulation studies. TLDs were placed on the anterior neck and in the thyroid hole of the phantom, which represents the anatomical location of the thyroid gland, during each simulation. The thyroid and skin doses were also calculated using a Monte Carlo program. The measured thyroid gland and skin doses were compared to the doses obtained from Monte Carlo calculations. Results: The average percentage difference between the anterior neck doses and thyroid radiation doses was found to be 61%. This value was added to the radiation dose measured on the anterior neck of participants to obtain the thyroid absorbed doses during coil embolization procedures. The thyroid absorbed doses ranged between 3.2 and 20.95 mGy with a mean of 11.25 mGy. The KAP values ranged between 33 and 125 Gy.cm2. The DRL established during this study was 68 Gy.cm2, 616 image frames and 30 minutes of fluoroscopy time. There was no agreement between measured thyroid dose and calculated thyroid doses while there was strong positive correlation between measured and calculated skin doses. The results showed no statistically significant relationship between aneurysm location and the radiation dose. Conclusion: The skin doses in this research study were below the threshold doses suggested in the literature for deterministic effects of radiation. The study results therefore suggest that patients that undergo intracranial aneurysm coil embolization at the research site are not at risk of developing radiation-induced skin injuries. The established DRLs were also lower than internationally published DRLs for intracranial aneurysm coil embolization.
Marston, Kathryn G. "Effect of sorghum flour treated with ozone and heat on the quality of gluten-free bread and cake." Thesis, Manhattan, Kan. : Kansas State University, 2009. http://hdl.handle.net/2097/2266.
Full textNguyen, Le Phuong, Thanh Ai Lam, Thi Diem Trang Nguyen, Huu Chiem Nguyen, and Vo Chau Ngan Nguyen. "Anaerobic co-digestion cow dung and corn stalk - effect of corn stalk pre-treated timing." Technische Universität Dresden, 2018. https://tud.qucosa.de/id/qucosa%3A33319.
Full textNghiên cứu này nhằm đánh giá ảnh hưởng của thời gian xử lý thân cây bắp lên năng suất sinh khí khi ủ phối trộn phân bò và thân cây bắp trong điều kiện yếm khí. Ba mức thời gian xử lý thân cây bắp được chọn là 2 ngày, 5 ngày, và 8 ngày. Các thí nghiệm được bố trí ngẫu nhiên trong các bình ủ yếm khí theo mẻ 21 L, vận hành trong 60 ngày liên tiếp và có 3 lần lặp lại. Nguyên liệu ủ được phối trộn theo tỷ lệ 50% phân bò và 50% thân bắp, trong đó thân bắp được cắt nhỏ cỡ 10 cm. Kết quả thí nghiệm cho thấy tất cả các thông số pH, nhiệt độ, độ kiềm của mẻ ủ đều phù hợp để vận hành. Lượng khí sinh ra của các nghiệm thức xử lý ở 2 ngày, 5 ngày, 8 ngày được ghi nhận là 153,4±9,6 L, 206,4±8,4 L và 174±11,1 L; năng suất sinh khí của các nghiệm thức không khác biệt và đạt giá trị 392,7±9,8 L/kg VSphânhủy, 469,8±10,1 L/kg VSphânhủy và 497,1±13,3 L/kg VSphânhủy. Tất cả các nghiệm thức đều sản sinh lượng CH4 thấp ở giai đoạn đầu nhưng tăng dần theo thời gian ủ và đạt hiệu quả sử dụng sau 10 ngày ủ. Kết quả cho thấy có thể chọn mốc thời gian 5 ngày để xử lý thân cây bắp trước khi đưa vào hầm ủ biogas.
Genbäck, Minna. "Uncertainty intervals and sensitivity analysis for missing data." Doctoral thesis, Umeå universitet, Statistik, 2016. http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-127121.
Full textDuarte, Rafael Burjack Farias. "The Olympic impact on hosting candidate countries." reponame:Repositório Institucional do FGV, 2011. http://hdl.handle.net/10438/10176.
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In this paper, we analyze the impact of hosting the Summer Olympics on macroeconomic aggregates such as GDP, consumption, government consumption and investments per capita. The data is in panel structure and includes the period of ten years before and ten years after the event containing the Olympic Summer Games between 1960 and 1996. The sample countries comprise only candidates to host the games. This sampling strategy allows us to estimate the average treatment effect consistently, because it is assumed that these countries are comparable to each other, including those that ultimately hosted the games. The impact of hosting the Olympic games is measured by Fixed Effect and First Difference regressions. Moreover, we do a structural break test developed by Andrews (1993) to identify if hosting the Olympic Games creates anticipation effects for demand changes that stimulate current GDP, consumption, government consumption and investments. The results indicate a positive effect of the Summer Olympics in all variables of interest. However, the distribution in time and anticipation of these effects is unclear in the tests, changing significantly depending on the model and the significance level used.
Neste artigo e analisado o impacto de sediar as Olimp adas de Ver~ao em agregados macroecon^omicos como PIB, consumo, gastos do governo e investimentos per capitas. Os dados utilizados est~ao em painel e cont^em o per odo entre dez anos antes e dez anos depois do evento contendo os Jogos Ol mpicos de Ver~ao entre 1960 e 1996. Os pa ses da amostra s~ao apenas os candidatos a sediar os jogos, essa estrat egia amostral permite estimar os efeitos m edios de tratamento de forma consistente, pois assume-se que esses pa ses s~ao compar aveis entre si. Para avaliar o impacto dos jogos e lan cado m~ao de t ecnicas em painel como o Efeito Fixo e a Primeira Diferen ca e, al em disso, faz-se um teste de quebra estrutural desenvolvido por Andrews (1993) entre os pa ses sede. Os resultados indicam um efeito positivo e robusto dos Jogos Ol mpicos de Ver~ao em todas as vari aveis de interesse. No entanto, a distribui c~ao no tempo e antecipa c~ao desses efeitos e amb gua nos testes mudando de forma signi cativa dependendo do modelo e n vel de signi c^ancia utilizados.
Lorenz, Linda. "Mineralocorticoid Receptor Antagonists – Treatment Following Renal Transplantation : An observational study investigating the effect of MR-antagonists on renal function in patients treated with calcineurin inhibitors." Thesis, Örebro universitet, Institutionen för läkarutbildning, 2015. http://urn.kb.se/resolve?urn=urn:nbn:se:oru:diva-46001.
Full textIselin, Michael. "Estimating the Potential Impact of Requiring a Stand-Alone Board-Level Risk Committee." The Ohio State University, 2014. http://rave.ohiolink.edu/etdc/view?acc_num=osu1402311135.
Full textBetti, Luana Priscila. "Características da escola e desempenho acadêmico : uma análise sobre o impacto da distribuição desigual de recursos escolares nas notas dos alunos brasileiros." reponame:Biblioteca Digital de Teses e Dissertações da UFRGS, 2016. http://hdl.handle.net/10183/158185.
Full textThe aim of this study is to analyze how the level of school resources and its distribution among the students affect the academic performance of Brazilian students from public schools. To achieve this goal, we used two analytical forms: a descriptive and an econometric analysis, both based in the Brazilian School Census and Prova Brasil data of 2013. Under the descriptive point of view, it is observed that public schools of Ensino Fundamental have inequalities in school resource levels depending on the region where the school is located. In particular, children from the poorest regions tend to face supply constraints of public schools with larger endowments of teaching equipment, facilities and teaching qualification. In order to properly evaluate the relationship between school resources and academic achievement of students in the Brazilian context, such non-random distribution of school resources among students was considered in the econometric analysis. In this analytical form, in its turn, a two-step correction model was estimated which identified the effects of school resources in the results of test scores in Portuguese and Math of 5th year/4th grade students of Ensino Fundamental education in Brazilian public schools, accounting for the supply restriction of schools with high level of resources using an instrumental variable. The findings pointed to the existence of the positive effect that the best equipped schools in terms of school resources have on school performance of students. This effect is particularly greater in Math scores and for the subpopulation of students from municipalities with the highest supply restriction of high quality schools.
Švarc, Michal. "Empirická analýza projektu: Stáže ve firmách." Master's thesis, Vysoká škola ekonomická v Praze, 2013. http://www.nusl.cz/ntk/nusl-192454.
Full textPólvora, Pedro Daniel dos Santos. "Are the credit guarantee schemes effective in Portugal? Evidence from PME investe programme." Master's thesis, Instituto Superior de Economia e Gestão, 2019. http://hdl.handle.net/10400.5/19962.
Full textEsta dissertação estuda os principais efeitos do sistema de crédito garantido (PME Investe) adotado em Portugal para as micro, pequenas e médias empresas (PMEs). O presente estudo baseia-se em três bases de dados, com informação individual para todas as empresas e bancos em Portugal, avaliado o impacto do programa sobre o mercado de crédito e a performance económica das empresas participantes. Ao combinar uma abordagem de "matching" com o estimador diferença em diferenças, os resultados demonstram que o programa ajudou as empresas participantes a melhorar o acesso ao mercado de crédito, a aumentar o volume agregado de crédito disponível, a proporção de crédito de longo prazo e a reduzir as despesas com juros. Adicionalmente, existe também evidência estatística de efeitos económicos de segunda ordem, como a criação de emprego e aumento do volume de exportações. O sistema adotado teve também efeitos positivos sobre o sistema bancário em Portugal ao reduzir a sua exposição ao risco, permitindo a melhoria dos seus rácios de capital definidos pelo Acordo de Basileia. No entanto, os resultados demonstram que ainda existe espaço para a melhoria das características intrínsecas ao sistema de crédito garantido em Portugal, em particular para as linhas de crédito direcionadas às empresas exportadoras ou de média dimensão.
This dissertation examines the main effects of the credit guarantee scheme (CGS) for Portuguese micro-, small- and medium-sized enterprises (SMEs) initially adopted in 2009. The study relies on three large-scale data sources, with individual information for all Portuguese non-financial corporations and banks, to assess the impact over credit additionality and the ex-post performance of participating firms. By applying a difference-in-difference matching approach, the results have shown that the program helped participants to improve their access to the credit market, increasing the overall amount of loans granted, the proportion of long-term debt and reducing their interest expenses and the probability of default. Moreover, there is also statistical evidence of economic spillovers, such as employment growth and exports volume. The scheme also helped the Portuguese banking system to reduce their risk exposures, improving their capital ratios under the Basel Accord. Nevertheless, the results show that there is room for improvement in the scheme design and features, in particular for credit lines targeting medium-sized or exporters firms.
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Maho, Maud. "Evaluation des effets des traitements par Rituximab versus corticothérapie seule sur la réponse auto-réactive des patients atteints de pemphigus. First-line Rituximab combined with short-term Prednisone versus Prednisone alone for the treatment of Pemphigus (RITUX 3) : a prospective, multicentre, parallel-group, open-label randomised trial Risk factors for short-term relapse in patients with pemphigus treated by Rituximab as first-line therapy Rituximab and corticosteroid effect on Desmoglein specific B cells and T follicular helper cells in patients with Pemphigus Modifications or the transcriptomic profile of autoreactive B cells from pemphigus patients after treatment with Rituximab or standard corticosteroid regimen Long-term increase of Kcnn4 potassium channel surface expression on B cells in pemphigus patients after Rituximab treatment Rituximab is an effective treatment in patients with Pemphigus Vulgaris and demonstrates a steroid-sparing effect Modifications of the BAFF/BAFF-Receptor axis in patients with pemphigus treated with rituximab versus standard corticosteroids regimen. CD11C+ B cells are mainly memory cells prone to differentiate into antibody-secreting cells." Thesis, Normandie, 2019. http://www.theses.fr/2019NORMR132.
Full textPemphigus is an autoimmune disease of the skin and mucous membranes caused by autoantibodies (Ab) specific to desmoglein (Dsg) 1 or 3. These pathogenic Ab inhibit cell adhesion of keratinocytes. The development of pemphigus is associated with the conjunction of many uncommon events involving the emergence and then the cooperation of auto-reactive B cells and T cells link to genetic and environmental factors. Until now, the first line of treatment consisted of high doses of corticosteroids. Rituximab (RTX), an anti-CD20 chimeric monoclonal antibody, is an innovative therapy that results in B cells depletion. The RITUX 3 clinical trial was designed to evaluate the efficacy and safety of RTX combined with a short-course glucocorticoid therapy as a first-line treatment of pemphigus versus the standard treatment with standard corticosteroids (CS). As a first step, our clinico-biological analysis of patients after 24 months has shown that the use of RTX combined with short-term prednisone as a first-line treatment in patients with moderate to severe pemphigus is both more effective and better tolerated than the reference treatment with prednisone alone. Respectively, 89% of patients versus 34% in each group and both pemphigus foliaceus and pemphigus vulgaris patients responded. This efficacy was confirmed in the longer term after reconstitution of the B lymphocyte repertoire with a risk of relapse of only 2% at 36 months. The presence of a severe form of pemphigus at diagnosis (PDAI ≥ 45) and an anti-Dsg Ab level at 3 months above threshold values (anti-DSG1 ≥ 20 or anti-DSG3 ≥ 120) are associated with 50% risk of early relapse. These two predictive factors make it possible to identify a subgroup of patients at high risk of relapse requiring a maintenance infusion of RTX at the 6th month. In a second step, we studied the impact of RTX and CS treatments in patients with pemphigus in order to better understand the autoimmune response. The phenotypic characterization of auto-reactive B cells and the analysis of the frequency of B cells able of secreting anti-Dsg immunoglobulin (Ig) G by an ELISPOT approach demonstrated that the efficacy of RTX treatment in pemphigus seems related to the elimination of IgG-switched Dsg memory B-cells. Dsg specific B cells remain detectable after RTX when B cells return, but these B cells have a naïve and non-switched (IgM) phenotype and no longer secrete IgG. On the other hand, the persistence of self-reactive Dsg B cells capable of secreting IgG anti-Dsg after treatment with CS is certainly at the origin of the frequency of relapses. The unicellular targeted gene expression analysis demonstrated that initially, Dsg-specific B cells have a pro-inflammatory profile with the overexpression of three genes encoding Interleukin (IL) -1β, IL-12p35 and IL-23p19 and for the IRF5 gene (Interferon regulatory factor 5) compared to non-self-reactive B cells. RTX and CS have different effects on the expression of these genes, but both reduce the gene expression of IL-1β, which seems to play an important role in the pathophysiology of pemphigus
Blanchon, Thierry. "Utilisation des antiviraux dans le traitement de la grippe Oseltamivir-zanamivir bitherapy compared to oseltamivir monotherapy in the treatment of pandemic 2009 influenza A(H1N1) virus infections Efficacy of oseltamivir-zanamivir combination compared to each monotherapy for seasonal influenza: a randomized placebo-controlled trial Factors associated with clinical and virological response in patients treated with oseltamivir or zanamivir for influenza A during the 2008-2009 winter Effect of oseltamivir, zanamivir or oseltamivir-zanamivir combination treatments on transmission of influenza in households Use of neuraminidase inhibitors in primary health care during pandemic and seasonal influenza between 2009 and 2013." Thesis, Paris 6, 2015. http://www.theses.fr/2015PA066742.
Full textDespite numerous studies carried out and the consensus recommendations at international level, the prescription of neuraminidase inhibitors (NIs) in case of flu syndrome remains controversial. This thesis aimed to better understand the place that NIs should have for the treatment of seasonal and pandemic influenza.To answer this question, several studies have been conducted and have shown:-A lower efficacy of a combination of oseltamivir + zanamivir than oseltamivir alone in the treatment of influenza patients to reduce the duration of illness and viral nasopharyngeal carriage, while an opposite effect was observed on transmission of influenza when the combination therapy was administered within 24 hours of onset of symptoms;-Several factors related to the characteristics of the patient and the virus infection with clinical and virological response during treatment with oseltamivir or zanamivir, especially with a possible efficacy of oseltamivir lower in women;-The reluctance of physicians to systematically implement the recommendations concerning the prescription of NIs in case of influenza syndrome in patients at risk for complicated influenza, in particular during seasonal epidemics.It appears particularly important to better understand the barriers associated with the prescription of NIs and improve the use of these treatments in the years to come
Mezzatesta, Mariano. "Essays on the Effectiveness of Environmental Conservation and Water Management Policies." Thesis, 2012. http://hdl.handle.net/1969.1/ETD-TAMU-2012-08-11453.
Full textChang, Po-Ya, and 張博雅. "The Effect of Cobaltous Chloride Treatment on Oral Cancer Cell Treated with Photodynamic Therapy." Thesis, 2019. http://ndltd.ncl.edu.tw/handle/rzp6e7.
Full text國立臺灣大學
口腔生物科學研究所
107
Oral cancer was ranked fifth among the top 10 cancer deaths in Taiwan in 106 years, threats to people''s lives. Surgical resection is the mainly treatment nowadays, but it may cause a wide range of facial defects and loss of oral function, which will also cause psychological stress to patients. To avoid the negative effects of traditional treatment and find a better way, researchers get into emerging treatment in recent years, including photodynamic therapy (PDT), cryotherapy, etc. 5-Aminolevulinic acid (ALA) is a commonly used drug for PDT. Through a series of metabolic pathways, it forms a protoporphyrin (PpIX)--the photosensitizer in ALA-PDT. PpIX is excited by light, produces singlet oxygen and free radicals to kill cancer cells. Clinically, ALA-PDT has been used to treat oral cancer and oral potential malignant disorder without obvious wound after treatment. The treatment effect is good and causes little effect on the normal tissue. However, PDT treatment takes times for repeating irradiation, and the price of ALA is high. Previous studies have also pointed out that different tumor size, location, depth and other factors may affect the efficacy of ALA-PDT. In addition, rapid tumor growth and PDT-mediated tumor vascular abnormalities may lead to hypoxia--which may cause insufficient oxygen content in the PDT process, and affect the therapeutic effect. Under hypoxic condition, a transcription factor called “hypoxia-inducible factor 1α (HIF1α)” is activated to protect cell. HIF1α binds to Hypoxia-Response Element (HRE) to cause signal transduction, and activates downstream genes causeing angiogenesis, invasiveness, apoptosis, metastasis, chemotherapy and radiotherapy resistance in cancer cells. Many studies have pointed out that HIF1α also promotes the increase of ATP-binding cassette sub-family G member 2 (ABCG2) and Heme oxygenase 1 (HO1) expression, which may reduce the accumulation of PpIX in cells, resulting in low PDT effectiveness. This study focused on how HIF1α affects PDT in oral cancer cells, and used inhibitors or natural drugs to reduces the effects. Aim to improve treatment efficiency and shorten treatment time and cost with combination therapy. Results of the study show that in addition to the hypoxic environment, photodynamic therapy itself also triggered the activation of HIF1α in cells. Cobalt chloride (CoCl2) was used to simulate HIF1α expression in hypoxic cells. We observed that PDT effect and the cumulative amount of PpIX decreased, and the expression levels of p-ERK, p-AKT, ABCG2, Nrf2, and HO1 were increased when we add CoCl2. There was a significant decrease in the expression of the above-mentioned proteins after inhibiting HIF1α by inhibitor YC-1. It is speculated that HIF1α may regulate Nrf2 through p-ERK and p-AKT signal transduction pathway, promote ABCG2 and HO1 transcription. These changes reduce intracellular PpIX accumulation, and affect the efficiency of PDT treatment. After combination treatment with different inhibitors and natural drugs, curcumin and PD98059 were found to increase PpIX accumulation and PDT best except YC-1. Also, curcumin reduced the expression of ABCG2, Nrf2, and HO1. From the results of this study, cells in hypoxia or high HIF1α expression were treated with low toxicity inhibitors before PDT, which significantly increased the production of PpIX, thereby reducing the cell survival rate after ALA-PDT and improving treatment effect.
"Social capital and post-treatment drug use of treated heroin addicts in Hong Kong." 1999. http://library.cuhk.edu.hk/record=b5890068.
Full textThesis (M.Phil.)--Chinese University of Hong Kong, 1999.
Includes bibliographical references (leaves 131-142).
Abstracts in English and Chinese.
Chapter Chapter 1 --- The Research Problem --- p.1
Chapter Chapter 2 --- Literature Review
Chapter 2.1 --- Prohibitionist Approach --- p.7
Chapter 2.2 --- Medical-Treatment Approach --- p.8
Chapter 2.3 --- How Should We Understand Post-Treatment Drug Use Behavior ? --- p.14
Chapter Chapter 3 --- Analytical Framework
Chapter 3.1 --- Social Capital Theory --- p.24
Chapter 3.2 --- Differential Association Theory and Social Capital --- p.26
Chapter 3.3 --- Control Theory and Social Capital --- p.31
Chapter 3.4 --- Labeling Theory --- p.39
Chapter 3.5 --- Self-Efficacy Theory --- p.44
Chapter 3.6 --- The Hypotheses --- p.48
Chapter Chapter 4 --- Methodology
Chapter 4.1 --- Data and Sample --- p.52
Chapter 4.2 --- General Profile of Respondents --- p.54
Chapter 4.3 --- Conceptualization and Operationalization of Variables --- p.57
Chapter 4.4 --- Method of Data Analysis --- p.66
Chapter Chapter 5 --- Results
Chapter 5.1 --- Quantitative Analysis --- p.68
Chapter 5.1.1 --- Bivariate Analysis
Chapter 5.1.2 --- Path Analysis
Chapter 5.1.3 --- Verification of Hypotheses
Chapter 5.2 --- Qualitative Analysis --- p.86
Chapter Chapter 6 --- Summary and Discussion
Chapter 6.1 --- The Study --- p.112
Chapter 6.2 --- Summary of Findings --- p.113
Chapter 6.3 --- Theoretical Implications --- p.117
Chapter 6.4 --- Practical Implications --- p.120
Chapter 6.5 --- Limitations and Suggestions for Future Research --- p.122
Appendix I Interview Schedule --- p.125
Appendix II Socio-demographic Profile of the Ten Informants --- p.127
Bibliography --- p.130
Xu, Yuanfang. "An OLS-Based Method for Causal Inference in Observational Studies." Diss., 2019. http://hdl.handle.net/1805/20225.
Full textObservational data are frequently used for causal inference of treatment effects on prespecified outcomes. Several widely used causal inference methods have adopted the method of inverse propensity score weighting (IPW) to alleviate the in uence of confounding. However, the IPW-type methods, including the doubly robust methods, are prone to large variation in the estimation of causal e ects due to possible extreme weights. In this research, we developed an ordinary least-squares (OLS)-based causal inference method, which does not involve the inverse weighting of the individual propensity scores. We first considered the scenario of homogeneous treatment effect. We proposed a two-stage estimation procedure, which leads to a model-free estimator of average treatment effect (ATE). At the first stage, two summary scores, the propensity and mean scores, are estimated nonparametrically using regression splines. The targeted ATE is obtained as a plug-in estimator that has a closed form expression. Our simulation studies showed that this model-free estimator of ATE is consistent, asymptotically normal and has superior operational characteristics in comparison to the widely used IPW-type methods. We then extended our method to the scenario of heterogeneous treatment effects, by adding in an additional stage of modeling the covariate-specific treatment effect function nonparametrically while maintaining the model-free feature, and the simplicity of OLS-based estimation. The estimated covariate-specific function serves as an intermediate step in the estimation of ATE and thus can be utilized to study the treatment effect heterogeneity. We discussed ways of using advanced machine learning techniques in the proposed method to accommodate high dimensional covariates. We applied the proposed method to a case study evaluating the effect of early combination of biologic & non-biologic disease-modifying antirheumatic drugs (DMARDs) compared to step-up treatment plan in children with newly onset of juvenile idiopathic arthritis disease (JIA). The proposed method gives strong evidence of significant effect of early combination at 0:05 level. On average early aggressive use of biologic DMARDs leads to around 1:2 to 1:7 more reduction in clinical juvenile disease activity score at 6-month than the step-up plan for treating JIA.
Azimi, Yaldah. "The Effect of Physicochemical Properties of Secondary Treated Wastewater Flocs on UV Disinfection." Thesis, 2013. http://hdl.handle.net/1807/43942.
Full textMourifié, Ismael Yacoub. "Essays in partial identification and applications to treatment effects and policy evaluation." Thèse, 2013. http://hdl.handle.net/1866/10819.
Full textIn this thesis, I have been interested in the nonparametric (partial) identification of structural potential outcome functions and Average Treatment Effect (ATE) in various discrete models with endogenous selection and treatment. This topic of treatment effect concerns measuring the impact of an intervention on an outcome of interest. The type of treatments and outcomes may be broadly defined in order to be applied in many different contexts. There are many examples of treatment in economics (Labor, health, education, trade, industrial organization) such that Job training programs, surgical procedures, higher education level, research and development investment, being a member of a trade union etc. The decision to be treated or not, is usually not random but is based on individual choices or preferences. In such a context, determining the impact of the treatment becomes an important issue since we have to take into account the selectivity bias. The parametric version of such models has been widely studied in the literature, however in models with discrete variation, the parametrization is a strong source of identification. Then, we don’t know if the empirical results we obtain, are driven by the data or by the parametrization imposed on the model. I propose to look at a fully nonparametric version of those models, in order, to have more robust policy recommendations. The central challenge in this nonparametric structural identification is that the hypothesized structure fails to identify a single generating process for the data, either because of multiple equilibria or data observability constraints. In such cases, many traditional identification techniques become inapplicable and a framework for identification in incomplete models is developing, with an initial focus on identification of the set of structural functions of interest compatible with the true data distribution (hereafter identified set). Therefore, in the first chapter, I provide a full characterization of the identified set for the ATE in a binary triangular system. In the second chapter, I consider a model with sector specific unobserved heterogeneity. I provide the full characterization of the identified set for the structural potential outcome functions of an instrumental variables model of sectoral choice with discrete outcomes. Assumptions on selection include the simple, extended and generalized Roy models. In the last chapter, I consider a binary model with several unobserved heterogeneity dimensions, such as entry and participation games. I provide the full characterization of the identified set for the payoffs in 2 2 games with perfect information, including duopoly entry and coordination games. In all chapters, the identified set of the functions of interest are nonparametric intersection bounds and are simple enough to lend themselves to existing inference methods.
McCanna, David. "Development of Sensitive In Vitro Assays to Assess the Ocular Toxicity Potential of Chemicals and Ophthalmic Products." Thesis, 2009. http://hdl.handle.net/10012/4338.
Full text