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Variations in quantifying patient reported outcome measures to estimate treatment effect 被引量:1
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作者 Sathish Muthu Srujun Vadranapu 《World Journal of Methodology》 2025年第2期44-53,共10页
In the practice of healthcare,patient-reported outcomes(PROs)and PRO measures(PROMs)are used as an attempt to observe the changes in complex clinical situations.They guide us in making decisions based on the evidence ... In the practice of healthcare,patient-reported outcomes(PROs)and PRO measures(PROMs)are used as an attempt to observe the changes in complex clinical situations.They guide us in making decisions based on the evidence regarding patient care by recording the change in outcomes for a particular treatment to a given condition and finally to understand whether a patient will benefit from a particular treatment and to quantify the treatment effect.For any PROM to be usable in health care,we need it to be reliable,encapsulating the points of interest with the potential to detect any real change.Using structured outcome measures routinely in clinical practice helps the physician to understand the functional limitation of a patient that would otherwise not be clear in an office interview,and this allows the physician and patient to have a meaningful conver-sation as well as a customized plan for each patient.Having mentioned the rationale and the benefits of PROMs,understanding the quantification process is crucial before embarking on management decisions.A better interpretation of change needs to identify the treatment effect based on clinical relevance for a given condition.There are a multiple set of measurement indices to serve this effect and most of them are used interchangeably without clear demarcation on their differences.This article details the various quantification metrics used to evaluate the treatment effect using PROMs,their limitations and the scope of usage and implementation in clinical practice. 展开更多
关键词 Patient-reported outcome measures treatment effect Minimal clinical important difference Patient-accepted symptom state Minimum detectable change ORTHOPEDICS
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Some recent developments in modeling quantile treatment effects 被引量:2
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作者 TANG Sheng-fang 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2020年第2期220-243,共24页
This paper provides a selective review of the recent developments on econometric/statistical modeling in quantile treatment effects under both selection on observables and on unobservables.First,we discuss identificat... This paper provides a selective review of the recent developments on econometric/statistical modeling in quantile treatment effects under both selection on observables and on unobservables.First,we discuss identification,estimation and inference of quantile treatment effects under the framework of selection on observables.Then,we consider the case where the treatment variable is endogenous or self-selected,for which an instrumental variable method provides a powerful tool to tackle this problem.Finally,some extensions are discussed to the data-rich environments,to the regression discontinuity design,and some other approaches to identify quantile treatment effects are also discussed.In particular,some future research works in this area are addressed. 展开更多
关键词 average treatment effect ENDOGENEITY quantile treatment effect regression discontinuity design
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Robust Estimation of Average Treatment Effects with Observational Studies
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作者 XIAO Li YU Peichao 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2024年第2期117-124,共8页
Estimating treatment effects has always been one of the hot issues in empirical research.It brings great challenges to estimating treatment effects because heterogeneity exists in the distribution of covariates betwee... Estimating treatment effects has always been one of the hot issues in empirical research.It brings great challenges to estimating treatment effects because heterogeneity exists in the distribution of covariates between treated and controlled groups.Propensity score methods have been widely used to adjust for heterogeneity in observational studies.However,the propensity score is usually unknown and needs to be estimated.In this article,we propose a generalized single-index model to estimate the propensity score and use the propensity score residuals to reduce the estimation bias.The finite-sample performance of the proposed method is evaluated through simulation stud-ies.We use the proposed method to evaluate the policy of"Sunshine Running"and find that the physical test scores of college students par-ticipating in the"Sunshine Running"can be improved by 3.72 points. 展开更多
关键词 treatment effect propensity score generalized single-index model partial linear model
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Nitrogen Plasma Treatment Effect on Graphene Sheeted Vertically Aligned Carbon Nanofibers
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作者 Dilip Chandra Ghimire M. Matsushima M. Umeno 《Journal of Chemistry and Chemical Engineering》 2013年第9期842-846,共5页
Nitrogen plasma treatment effect on GS-CNFs (graphene seeted vertically aligned carbon nanofibers) has been studied. GS-CNFs were grown on nickel coated cupper substrates by DC-plasma CVD (chemical vapor deposition... Nitrogen plasma treatment effect on GS-CNFs (graphene seeted vertically aligned carbon nanofibers) has been studied. GS-CNFs were grown on nickel coated cupper substrates by DC-plasma CVD (chemical vapor deposition) at relatively low temperature. GS-CNFs were studied by SEM (scanning electron microscopy), HR-TEM (high-resolution transmission electron microscopy), XPS and Raman measurements. GS-CNFs are composed of cylindrical shaped having pure graphite sheets with about 5 μm length and nanometer size tips and roots diameter. Nitrogen plasma treatment causes nitrogen chemical etching on the graphene seeted carbon nanofibers were disordered its fine shape and increase the graphetization due to nitrogen incorporation. 展开更多
关键词 DC-plasma CVD graphene seeted carbon nanofibers nitrogen plasma treatment effect.
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The Treatment Effects and Mechanism of Highly Agglutinative Staphylococci, Local Therapy in Patients with Superficial Metastatic Tumor
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作者 罗锋 魏于全 +6 位作者 彭枫 姜愚 邹立群 刘继彦 阚兵 雷松 张萍 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2000年第3期79-80,共2页
关键词 The treatment effects and Mechanism of Highly Agglutinative Staphylococci Local Therapy in Patients with Superficial Metastatic Tumor
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Pharmacological Treatment of Adult Attention-Deficit/Hyperactivity Disorder(ADHD)in a Longitudinal Observational Study:Estimated Treatment Effect Strengthened by Improved Covariate Balance
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作者 Ole Klungsoyr Mats Fredriksen 《Open Journal of Statistics》 2017年第6期988-1012,共25页
An improved method for estimation of causal effects from observational data is demonstrated. Applications in medicine have been few, and the purpose of the present study is to contribute new clinical insight by means ... An improved method for estimation of causal effects from observational data is demonstrated. Applications in medicine have been few, and the purpose of the present study is to contribute new clinical insight by means of this new and more sophisticated analysis. Long term effect of medication for adult ADHD patients is not resolved. A model with causal parameters to represent effect of medication was formulated, which accounts for time-varying confounding and selection-bias from loss to follow-up. The popular marginal structural model (MSM) for causal inference, of Robins et al., adjusts for time-varying confounding, but suffers from lack of robustness for misspecification in the weights. Recent work by Imai and Ratkovic?[1][2] achieves robustness in the MSM, through improved covariate balance (CBMSM). The CBMSM (freely available software) was compared with a standard fit of a MSM and a naive regression model, to give a robust estimate of the true treatment effect in 250 previously non-medicated adults, treated for one year, in a specialized ADHD outpatient clinic in Norway. Covariate balance was greatly improved, resulting in a stronger treatment effect than without this improvement. In terms of treatment effect per week, early stages seemed to have the strongest influence. An estimated average reduction of 4 units on the symptom scale assessed at 12 weeks, for hypothetical medication in the 9 - 12 weeks period compared to no medication in this period, was found. The treatment effect persisted throughout the whole year, with an estimated average reduction of 0.7 units per week on symptoms assessed at one year, for hypothetical medication in the last 13 weeks of the year, compared to no medication in this period. The present findings support a strong and causal direct and indirect effect of pharmacological treatment of adults with ADHD on improvement in symptoms, and with a stronger treatment effect than has been reported. 展开更多
关键词 Covariate Balance Propensity Score Marginal Structural Model Causal treatment effect ADHD
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Analysis of the Influence of Emergency Nursing Fast Track on the Treatment Time and Treatment Effect of Acute Stroke
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作者 GRISTIN·Bavudon SHANIA·Rouz 《外文科技期刊数据库(文摘版)医药卫生》 2021年第2期228-230,共3页
Objective: to explore the effect of emergency nursing fast track on the treatment time and effect of acute stroke. Conclusion: emergency nursing fast track has a good effect in the treatment of acute cerebral infarcti... Objective: to explore the effect of emergency nursing fast track on the treatment time and effect of acute stroke. Conclusion: emergency nursing fast track has a good effect in the treatment of acute cerebral infarction, which can effectively shorten the time of receiving and treatment, reduce the disability rate of patients and improve the treatment and prognosis of patients. It has high application value and is worthy of active promotion in clinical treatment. 展开更多
关键词 emergency nursing fast track acute stroke treatment time treatment effect
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Analysis of Continuous Nursing on Self-care Ability and Treatment Effect in Elderly Patients with Chronic Heart Failure
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作者 ZHANGYuting 《外文科技期刊数据库(文摘版)医药卫生》 2022年第3期028-031,共4页
Objective: to study the effect of continuous breastfeeding on self-care ability and treatment effect in elderly patients with chronic heart failure. Methods: the 100 elderly patients with chronic heart failure treated... Objective: to study the effect of continuous breastfeeding on self-care ability and treatment effect in elderly patients with chronic heart failure. Methods: the 100 elderly patients with chronic heart failure treated in university internal medicine from January 2019 to March 2020 were divided into control and observation groups. There were 50 cases in each group. The control group was given ordinary breastfeeding. The observation group was given continuous care according to the control group. Results: patients in the observation group had good self-care ability, good treatment efficiency, good patient satisfaction, good quality of life in the observation group, high dependence after breastfeeding, low incidence of adverse events, and statistically significant differences (P <0.05). Conclusion: continuous breastfeeding has a significant effect in elderly patients with chronic heart failure. It can significantly improve the patients' self-healing ability, effectively improve the quality of life, have high patient satisfaction and dependence, and significantly reduce the incidence of adverse events. It is a safe and effective treatment method with important clinical value and deserves recommendation. 展开更多
关键词 continuation of care elderly chronic heart failure self-care ability treatment effect
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Study on the Effect of Four-hand Operation in Nursing Cooperation of Prosthodontics Department on Improving Treatment Effect
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作者 PAN Cunmei LI Xiangjuan 《外文科技期刊数据库(文摘版)医药卫生》 2021年第4期501-504,共4页
Objective: to study the effect of four-handed surgery on improving the therapeutic effect in the repair and nursing cooperation. Methods: 86 patients who received oral repair in our hospital from April 2018 to October... Objective: to study the effect of four-handed surgery on improving the therapeutic effect in the repair and nursing cooperation. Methods: 86 patients who received oral repair in our hospital from April 2018 to October 2019 were randomly divided into two groups (control group and observation group) with 43 cases in each group. The operation time, incidence of side effects and satisfaction were observed. Results: the operation time of the observation group was 21.33±4.81 min, and the satisfaction score (89.37±2.61) was lower than that of the control group (P < 0.05). The incidence of adverse reactions in the observation group (4.65%) was lower than that in the control group (20.93%), P < 0.05. Conclusion: the application of four-hand operation in the nursing cooperation of stomatology department can reduce the operation time, reduce the incidence of adverse reactions and improve patient satisfaction, which is worthy of reference. 展开更多
关键词 four-hand operation PROSTHODONTICS treatment effect
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Improving Model Specifications When Estimating Treatment Effects across Alternative Medical Interventions
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作者 Yawen Jiang Jeffrey McCombs 《Open Journal of Statistics》 2014年第10期857-867,共11页
Objective: The purpose of this paper is to critique the list of independent variables commonly used in observational research and test the impact of variables for prior use and treatment history on estimates of treatm... Objective: The purpose of this paper is to critique the list of independent variables commonly used in observational research and test the impact of variables for prior use and treatment history on estimates of treatment effects. Methods: Using data from the California Medicaid program, this study generated a series of OLS estimates of the effect of atypical antipsychotic medications on costs and duration of therapy to illustrate the impact of alternative model specifications on treatment effects. The first sequence of estimates consisted of six model specifications, the last of which included variables reflecting the type of episode defined according to prior treatment history and compliance. The second sequences repeated the specification of the first 6 models but were carried out separately by episode type to examine the heterogeneity of treatment effect. The second sequence of models documented the impact of additional drug history variables. Results: Estimates of the impact of atypical antipsychotic use on total costs and duration on initial drug were statistically significant in the first 6 models. Estimates changed significantly when dummy variables indicating prior use of inpatient service and nursing home care were included in the model specification. Estimated effects changed substantially when prior total cost was included in cost analysis, or when prior treatment duration was included in duration analysis. Significant variation also existed in estimated effects across episode types, and it was particularly pronounced before controlling for prior cost/duration. Conclusion: It is important to add prior measures of the outcome variable to control for unobserved bias in retrospective studies. Also, the accuracy and utility of results to clinicians can be improved significantly if analyses are performed by episode type. 展开更多
关键词 treatment effect INTERVENTION EPISODE HISTORY
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Study on the Clinical Effect of Percutaneous Vertebroplasty in the Treatment of Old Unstable Osteoporotic Spinal Fractures
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作者 Hanpeng Zhang Jiaming Zhang +2 位作者 Shaosong Sun Yajing Wang Fei Gao 《Journal of Clinical and Nursing Research》 2025年第2期108-113,共6页
Objective:To evaluate and analyze the actual efficacy of percutaneous vertebroplasty in the treatment of old unstable osteoporotic spinal fractures.Methods:From March 2023 to March 2024,46 patients with old unstable o... Objective:To evaluate and analyze the actual efficacy of percutaneous vertebroplasty in the treatment of old unstable osteoporotic spinal fractures.Methods:From March 2023 to March 2024,46 patients with old unstable osteoporotic spinal fractures in our hospital were included in this study.They were divided into the conventional group and the observation group based on treatment differences,with 23 patients in each group.The conventional group received conservative drug therapy,while the observation group underwent percutaneous vertebroplasty.The following indicators were compared and analyzed between the two groups:clinical treatment effect and improvement in physical function indicators.Results:The treatment efficiency of the observation group was 95.65%(22/23),while that of the conventional group was 69.57%(16/23).There was a significant difference between the groups,and the treatment effect of the observation group was significantly better(P<0.05).After treatment,the scores of physical status,daily living ability,functional independence,and life obstacles in the observation group were(89.33±4.08),(88.72±4.08),(90.41±2.89),(72.35±3.22),respectively,while those in the conventional group were(68.54±4.21),(67.42±4.11),(73.48±2.75),(72.35±3.22).There was a significant difference between the groups,and the improvement in physical function indicators in the observation group was more pronounced(P<0.05).Conclusion:For patients with old unstable osteoporotic spinal fractures,the basic value of percutaneous vertebroplasty is significant.It can not only improve clinical efficacy and safety but also promote the gradual recovery of patients'physical function indicators.It is recommended for clinical reference and practical application. 展开更多
关键词 Old unstable osteoporotic spinal fractures Percutaneous vertebroplasty treatment effect
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Comparison of Covariate Balance Weighting Methods in Estimating Treatment Effects
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作者 ZHAN Mingfeng FANG Ying LIN Ming 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2022年第6期2263-2277,共15页
Different covariate balance weighting methods have been proposed by researchers from different perspectives to estimate the treatment effects.This paper gives a brief review of the covariate balancing propensity score... Different covariate balance weighting methods have been proposed by researchers from different perspectives to estimate the treatment effects.This paper gives a brief review of the covariate balancing propensity score method by Imai and Ratkovic(2014),the stable balance weighting procedure by Zubizarreta(2015),the calibration balance weighting approach by Chan,et al.(2016),and the integrated propensity score technique by Sant’Anna,et al.(2020).Simulations are conducted to illustrate the finite sample performance of both the average treatment effect and quantile treatment effect estimators based on different weighting methods.Simulation results show that in general,the covariate balance weighting methods can outperform the conventional maximum likelihood estimation method while the performance of the four covariate balance weighting methods varies with the data generating processes.Finally,the four covariate balance weighting methods are applied to estimate the treatment effects of the college graduate on personal annual income. 展开更多
关键词 Average treatment effect calibration balance weighting covariate balance integrated propensity score quantile treatment effects stable balance weighting
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Performance of a water hyacinth(Eichhornia crassipes)system in the treatment of wastewater from a duck farm and the effects of using water hyacinth as duck feed 被引量:29
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作者 LU Jianbo FU Zhihui YIN Zhaozheng 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2008年第5期513-519,共7页
Nowadays, intensive breeding of poultry and livestock of large scale has made the treatment of its waste and wastewater an urgent environmental issue, which motivated this study. A wetland of 688 mz was constructed on... Nowadays, intensive breeding of poultry and livestock of large scale has made the treatment of its waste and wastewater an urgent environmental issue, which motivated this study. A wetland of 688 mz was constructed on an egg duck farm, and water hyacinth (Eichhornia crassipes) was chosen as an aquatic plant for the wetland and used as food for duck production. The objectives of this study were to test the role of water hyacinth in purifying nutrient-rich wastewater and its effects on the ducks' feed intake, egg laying performance and egg quality. This paper shows that the constructed wetland removed as much as 64.44% of chemical oxygen demand (COD), 21.78% of total nitrogen (TN) and 23.02% of total phosphorus (TP). Both dissolved oxygen (DO) and the transparency of the wastewater were remarkably improved, with its transparency 2.5 times higher than that of the untreated wastewater. After the ducks were fed with water hyacinth, the average daily feed intake and the egg-laying ratio in the test group were 5.86% and 9.79% higher, respectively, than in the control group; the differences were both significant at the 0.01 probability level. The egg weight in the test group was 2.36% higher than in the control group (P 〈 0.05), but the feed conversion ratios were almost the same. The eggshell thickness and strength were among the egg qualities significantly increased in ducks fed with water hyacinth. We concluded that a water hyacinth system was effective for purifying wastewater from an intensive duck farm during the water hyacinth growing season, as harvested water hyacinth had an excellent performance as duck feed. We also discussed the limitations of the experiment. 展开更多
关键词 water hyacinth (Eichhornia crassipes) duck farm constructed wetland chemical oxygen demand (COD) treatment effect egg-laying ratio egg quality
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Impact of failure mode and effects analysis-based emergency management on the effectiveness of craniocerebral injury treatment 被引量:8
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作者 Xiao-Lan Shao Ya-Zhou Wang +1 位作者 Xiong-Hui Chen Wen-Juan Ding 《World Journal of Clinical Cases》 SCIE 2022年第2期554-562,共9页
BACKGROUND Craniocerebral injuries encompass brain injuries,skull fractures,cranial soft tissue injuries,and similar injuries.Recently,the incidence of craniocerebral injuries has increased dramatically due to the inc... BACKGROUND Craniocerebral injuries encompass brain injuries,skull fractures,cranial soft tissue injuries,and similar injuries.Recently,the incidence of craniocerebral injuries has increased dramatically due to the increased numbers of traffic accidents and aerial work injuries,threatening the physical and mental health of patients.AIM To investigate the impact of failure modes and effects analysis(FMEA)-based emergency management on craniocerebral injury treatment effectiveness.METHODS Eighty-four patients with craniocerebral injuries,treated at our hospital from November 2019 to March 2021,were selected and assigned,using the random number table method,to study(n=42)and control(n=42)groups.Patients in the control group received conventional management while those in the study group received FMEA theory-based emergency management,based on the control group.Pre-and post-interventions,details regarding the emergency situation;levels of inflammatory stress indicators[Interleukin-6(IL-6),C-reactive protein(CRP),and procalcitonin(PCT)];incidence of complications;prognoses;and satisfaction regarding patient care were evaluated for both groups.RESULTS For the study group,the assessed parameters[pre-hospital emergency response time(9.13±2.37 min),time to receive a consultation(2.39±0.44 min),time needed to report imaging findings(1.15±4.44 min),and test reporting time(32.19±6.23 min)]were shorter than those for the control group(12.78±4.06 min,3.58±0.71 min,33.49±5.51 min,50.41±11.45 min,respectively;P<0.05).Pre-intervention serum levels of IL-6(78.71±27.59 pg/mL),CRP(19.80±6.77 mg/L),and PCT(3.66±1.82 ng/mL)in the study group patients were not significantly different from those in the control group patients(81.31±32.11 pg/mL,21.29±8.02 mg/L,and 3.95±2.11 ng/mL respectively;P>0.05);post-intervention serum indicator levels were lower in both groups than pre-intervention levels.Further,serum levels of IL-6(17.35±5.33 pg/mL),CRP(2.27±0.56 mg/L),and PCT(0.22±0.07 ng/mL)were lower in the study group than in the control group(30.15±12.38 pg/mL,3.13±0.77 mg/L,0.38±0.12 ng/mL,respectively;P<0.05).The complication rate observed in the study group(9.52%)was lower than that in the control group(26.19%,P<0.05).The prognoses for the study group patients were better than those for the control patients(P<0.05).Patient care satisfaction was higher in the study group(95.24%)than in the control group(78.57%,P<0.05).CONCLUSION FMEA-based craniocerebral injury management effectively shortens the time spent on emergency care,reduces inflammatory stress and complication risk levels,and helps improve patient prognoses,while achieving high patient care satisfaction levels. 展开更多
关键词 Craniocerebral injury Failure modes and effects analysis theory Emergency management treatment effect
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Quantile treatment effect estimation with dimension reduction 被引量:1
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作者 Ying Zhang Lei Wang +1 位作者 Menggang Yu Jun Shao 《Statistical Theory and Related Fields》 2020年第2期202-213,共12页
Quantile treatment effects can be important causal estimands in evaluation of biomedical treatments or interventions for health outcomes such as medical cost and utilisation.We consider their estimation in observation... Quantile treatment effects can be important causal estimands in evaluation of biomedical treatments or interventions for health outcomes such as medical cost and utilisation.We consider their estimation in observational studies with many possible covariates under the assumption that treatment and potential outcomes are independent conditional on all covariates.To obtain valid and efficient treatment effect estimators,we replace the set of all covariates by lower dimensional sets for estimation of the quantiles of potential outcomes.These lower dimensional sets are obtained using sufficient dimension reduction tools and are outcome specific.We justify our choice from efficiency point of view.We prove the asymptotic normality of our estimators and our theory is complemented by some simulation results and an application to data from the University of Wisconsin Health Accountable Care Organization. 展开更多
关键词 CAUSALITY efficiency bound propensity score quantile treatment effect sufficient dimension reduction
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A new quantile treatment effect model for studying smoking effect on birth weight during Mother's pregnancy 被引量:2
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作者 Shengfang Tang Zongwu Cai +1 位作者 Ying Fang Ming Lin 《Journal of Management Science and Engineering》 2021年第3期336-343,共8页
This paper proposes a new quantile regression model to characterize the heterogeneity for distributional effects of maternal smoking during pregnancy on infant birth weight across different the mother's age.By imp... This paper proposes a new quantile regression model to characterize the heterogeneity for distributional effects of maternal smoking during pregnancy on infant birth weight across different the mother's age.By imposing a parametric restriction on the quantile functions of the potential outcome distributions conditional on the mother's age,we estimate the quantile treatment effects of maternal smoking during pregnancy on her baby's birth weight across different age groups of mothers.The results show strongly that the quantile effects of maternal smoking on low infant birth weight are negative and substantially heterogenous across different ages. 展开更多
关键词 Birth weight HETEROGENEITY Quantile regression SMOKING treatment effect
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INFLUENCE OF HEAT TREATMENT ON THE COMPRESSIVE STRESS EFFECT OF MAGNETOSTRICTION OF <112> AXIAL ALIGNED Tb-Dy-Fe ALLOYS 被引量:1
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作者 赵青 李春和 +3 位作者 周寿增 蒋成保 史振华 张茂才 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 1996年第2期83+80-83,共5页
The magnetostrictive properties of <112> axial aligned Tb0.3Dy0.7(Fe1-xMx)1.95(M=Mn, Al, x=0~ 0.15) alloys prepared by directional solidification are reported. The influence of heat treatment on microstructure ... The magnetostrictive properties of <112> axial aligned Tb0.3Dy0.7(Fe1-xMx)1.95(M=Mn, Al, x=0~ 0.15) alloys prepared by directional solidification are reported. The influence of heat treatment on microstructure and the compressive stress effect of magnetostriction is discussed. 展开更多
关键词 MAGNETOSTRICTION compressive effect heat treatment
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Quasi-likelihood estimation of average treatment effects based on model information
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作者 Zhi-hua SUN Academy of Mathematics and Systems Science, Chinese Academy of Science, Beijing 100080, China 《Science China Mathematics》 SCIE 2007年第1期1-12,共12页
In this paper, the estimation of average treatment effects is considered when we have the model information of the conditional mean and conditional variance for the responses given the covariates. The quasi-likelihood... In this paper, the estimation of average treatment effects is considered when we have the model information of the conditional mean and conditional variance for the responses given the covariates. The quasi-likelihood method adapted to treatment effects data is developed to estimate the parameters in the conditional mean and conditional variance models. Based on the model information, we define three estimators by imputation, regression and inverse probability weighted methods. All the estimators are shown asymptotically normal. Our simulation results show that by using the model information, the substantial efficiency gains are obtained which are comparable with the existing estimators. 展开更多
关键词 average treatment effects inverse probability weighted quasi-likelihood unconfounded assignment treatment model information 62G18
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Estimation of Treatment Effects in Nonlinear Models with Unobserved Confounding
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作者 Yu-ling LI Jun WANG 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2023年第2期320-336,共17页
Estimation of treatment effects is one of the crucial mainstays in economics and sociology studies.The problem will become more serious and complicated if the treatment variable is endogenous for the presence of unobs... Estimation of treatment effects is one of the crucial mainstays in economics and sociology studies.The problem will become more serious and complicated if the treatment variable is endogenous for the presence of unobserved confounding.The estimation and conclusion are likely to be biased and misleading if the endogeny of treatment variable is ignored.In this article,we propose the pseudo maximum likelihood method to estimate treatment effects in nonlinear models.The proposed method allows the unobserved confounding and random error terms to exist in an arbitrary relationship(such as,add or multiply),and the unobserved confounding have different influence directions on treatment variables and outcome variables.The proposed estimator is consistent and asymptotically normally distributed.Simulation studies show that the proposed estimator performs better than the special regression estimator,and the proposed method is stable for various distribution of error terms.Finally,the proposed method is applied to the real data that studies the influence of individuals have health insurance on an individual’s decision to visit a doctor. 展开更多
关键词 nonlinear models quasi likelihood estimator STABLE treatment effects unobserved confounding
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Empirical Likelihood Approach for Treatment Effect in Pretest-Posttest Trial
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作者 Qixiang HE 《Chinese Annals of Mathematics,Series B》 SCIE CSCD 2012年第6期941-948,共8页
The empirical likelihood approach is suggested to the pretest-posttest trial based on the constrains, which we construct to summarize all the given information. The author obtains a log-empirical likelihood ratio test... The empirical likelihood approach is suggested to the pretest-posttest trial based on the constrains, which we construct to summarize all the given information. The author obtains a log-empirical likelihood ratio test statistic that has a standard chi-squared limiting distribution. Thus, in making inferences, there is no need to estimate variance explicitly, and inferential procedures are easier to implement. Simulation results show that the approach of this paper is more efficient compared with ANCOVA II due to the sufficient and appropriate use of information. 展开更多
关键词 Empirical likelihood Pretest-posttest trial treatment effect
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