James Robins
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American statistician
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James Robins's Degrees
- PhD Statistics Stanford University
Why Is James Robins Influential?
(Suggest an Edit or Addition)According to Wikipedia, James M. Robins is an epidemiologist and biostatistician best known for advancing methods for drawing causal inferences from complex observational studies and randomized trials, particularly those in which the treatment varies with time. He is the 2013 recipient of the Nathan Mantel Award for lifetime achievement in statistics and epidemiology, and a recipient of the 2022 Rousseeuw Prize in Statistics, jointly with Miguel Hernán, Eric Tchetgen-Tchetgen, Andrea Rotnitzky and Thomas Richardson.
James Robins's Published Works
Published Works
- Marginal Structural Models and Causal Inference in Epidemiology (2000) (4586)
- Estimation of Regression Coefficients When Some Regressors are not Always Observed (1994) (2592)
- Causal diagrams for epidemiologic research. (1999) (2525)
- A Structural Approach to Selection Bias (2004) (2124)
- A new approach to causal inference in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect (1986) (2091)
- Doubly Robust Estimation in Missing Data and Causal Inference Models (2005) (1692)
- Identifiability and Exchangeability for Direct and Indirect Effects (1992) (1573)
- Marginal structural models to estimate the causal effect of zidovudine on the survival of HIV-positive men. (2000) (1567)
- Analysis of semiparametric regression models for repeated outcomes in the presence of missing data (1995) (1518)
- Transmission Dynamics and Control of Severe Acute Respiratory Syndrome (2003) (1473)
- Double/Debiased Machine Learning for Treatment and Structural Parameters (2017) (1240)
- Methotrexate and mortality in patients with rheumatoid arthritis: a prospective study (2002) (1147)
- Adjusting for Nonignorable Drop-Out Using Semiparametric Nonresponse Models (1999) (1055)
- Unified Methods for Censored Longitudinal Data and Causality (2003) (996)
- Using Big Data to Emulate a Target Trial When a Randomized Trial Is Not Available. (2016) (960)
- Semiparametric Efficiency in Multivariate Regression Models with Missing Data (1995) (893)
- Instruments for Causal Inference: An Epidemiologist's Dream? (2006) (883)
- Estimating causal effects from epidemiological data (2006) (850)
- Transmissibility of 1918 pandemic influenza (2004) (819)
- Confounding and Collapsibility in Causal Inference (1999) (812)
- Estimation of a common effect parameter from sparse follow-up data. (1985) (745)
- Results of multivariable logistic regression, propensity matching, propensity adjustment, and propensity-based weighting under conditions of nonuniform effect. (2006) (676)
- Marginal Structural Models versus Structural nested Models as Tools for Causal inference (2000) (673)
- Observational Studies Analyzed Like Randomized Experiments: An Application to Postmenopausal Hormone Therapy and Coronary Heart Disease (2008) (670)
- Recovery of Information and Adjustment for Dependent Censoring Using Surrogate Markers (1992) (660)
- Correcting for Noncompliance and Dependent Censoring in an AIDS Clinical Trial with Inverse Probability of Censoring Weighted (IPCW) Log‐Rank Tests (2000) (652)
- Identifiability, exchangeability, and epidemiological confounding. (1986) (609)
- When is baseline adjustment useful in analyses of change? An example with education and cognitive change. (2005) (605)
- Long-term effectiveness of potent antiretroviral therapy in preventing AIDS and death: a prospective cohort study (2005) (585)
- Diffuse idiopathic skeletal hyperostosis (DISH): Forestier's disease with extraspinal manifestations. (1975) (572)
- Optimal Structural Nested Models for Optimal Sequential Decisions (2004) (554)
- Correcting for non-compliance in randomized trials using structural nested mean models (1994) (524)
- Causal Inference from Complex Longitudinal Data (1997) (509)
- Invited commentary: ecologic studies--biases, misconceptions, and counterexamples. (1994) (460)
- Semiparametric Regression for Repeated Outcomes With Nonignorable Nonresponse (1998) (457)
- Sensitivity Analysis for Selection bias and unmeasured Confounding in missing Data and Causal inference models (2000) (457)
- Marginal Structural Models to Estimate the Joint Causal Effect of Nonrandomized Treatments (2001) (451)
- Causal Inference (2011) (431)
- Estimators of the Mantel-Haenszel variance consistent in both sparse data and large-strata limiting models. (1986) (427)
- Association, Causation, And Marginal Structural Models (1999) (423)
- The effect of combined antiretroviral therapy on the overall mortality of HIV-infected individuals (2010) (413)
- Toward a curse of dimensionality appropriate (CODA) asymptotic theory for semi-parametric models. (1997) (411)
- Conceptual problems in the definition and interpretation of attributable fractions. (1988) (404)
- Identification of Causal Effects Using Instrumental Variables: Comment (1996) (384)
- Correcting for non-compliance in randomized trials using rank preserving structural failure time models (1991) (383)
- Marginal Mean Models for Dynamic Regimes (2001) (380)
- Data, Design, and Background Knowledge in Etiologic Inference (2001) (369)
- Estimating exposure effects by modelling the expectation of exposure conditional on confounders. (1992) (361)
- Comment: Performance of Double-Robust Estimators When “Inverse Probability” Weights Are Highly Variable (2007) (355)
- G-Estimation of the Effect of Prophylaxis Therapy for Pneumocystis carinii Pneumonia on the Survival of AIDS Patients (1992) (346)
- Control sampling strategies for case-crossover studies: an assessment of relative efficiency. (1995) (334)
- Estimating the causal effect of zidovudine on CD4 count with a marginal structural model for repeated measures (2002) (319)
- A graphical approach to the identification and estimation of causal parameters in mortality studies with sustained exposure periods. (1987) (317)
- Per-Protocol Analyses of Pragmatic Trials. (2017) (299)
- A general estimator for the variance of the Mantel-Haenszel odds ratio. (1986) (285)
- Inference for imputation estimators (2000) (283)
- Intervening on risk factors for coronary heart disease: an application of the parametric g-formula. (2009) (283)
- Effect of highly active antiretroviral therapy on time to acquired immunodeficiency syndrome or death using marginal structural models. (2003) (282)
- Effect decomposition in the presence of an exposure-induced mediator-outcome confounder. (2014) (254)
- Comparison of dynamic treatment regimes via inverse probability weighting. (2006) (254)
- Credible Mendelian randomization studies: approaches for evaluating the instrumental variable assumptions. (2012) (243)
- When to Initiate Combined Antiretroviral Therapy to Reduce Mortality and AIDS-Defining Illness in HIV-Infected Persons in Developed Countries (2011) (242)
- Estimation of the causal effect of a time-varying exposure on the marginal mean of a repeated binary outcome. Commentary. Authors' reply (1999) (237)
- Asymptotic Distribution of P Values in Composite Null Models (2000) (235)
- Addendum to “a new approach to causal inference in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect” (1987) (234)
- The control of confounding by intermediate variables. (1989) (233)
- Second look at the spread of epidemics on networks. (2006) (225)
- Coarsening at Random: Characterizations, Conjectures, Counter-Examples (1997) (225)
- Confounding and misclassification. (1985) (221)
- Estimation and extrapolation of optimal treatment and testing strategies (2008) (220)
- Sensitivity analyses for unmeasured confounding assuming a marginal structural model for repeated measures (2004) (215)
- Alternative Graphical Causal Models and the Identification of Direct E!ects (2010) (204)
- Higher order influence functions and minimax estimation of nonlinear functionals (2008) (196)
- Dynamic Regime Marginal Structural Mean Models for Estimation of Optimal Dynamic Treatment Regimes, Part I: Main Content (2010) (194)
- The problem of multiple inference in studies designed to generate hypotheses. (1985) (194)
- Estimation of the time-dependent accelerated failure time model in the presence of confounding factors (1992) (190)
- Adult Inorganic Lead Intoxication: Presentation of 31 New Cases and a Review of Recent Advances in the Literature (1983) (188)
- Large-sample theory for parametric multiple imputation procedures (1998) (187)
- When to Start Treatment? A Systematic Approach to the Comparison of Dynamic Regimes Using Observational Data (2010) (185)
- Causal Directed Acyclic Graphs and the Direction of Unmeasured Confounding Bias (2008) (185)
- The role of model selection in causal inference from nonexperimental data. (1986) (183)
- Semiparametric regression estimation in the presence of dependent censoring (1995) (181)
- Structural accelerated failure time models for survival analysis in studies with time‐varying treatments (2005) (177)
- Probabilistic evaluation of sequential plans from causal models with hidden variables (1995) (174)
- Directed acyclic graphs, sufficient causes, and the properties of conditioning on a common effect. (2007) (174)
- Four Types of Effect Modification: A Classification Based on Directed Acyclic Graphs (2007) (171)
- Adjusting for differential rates of prophylaxis therapy for PCP in high- versus low-dose AZT treatment arms in an AIDS randomized trial (1994) (166)
- Correction for non-compliance in equivalence trials. (1998) (165)
- Endocrine and reproductive dysfunction in men associated with occupational inorganic lead intoxication. (1984) (163)
- The Identification of Synergism in the Sufficient-Component-Cause Framework (2007) (160)
- On the Validity of Covariate Adjustment for Estimating Causal Effects (2010) (159)
- The probability of causation under a stochastic model for individual risk. (1989) (156)
- Likelihood-based inference with singular information matrix (2000) (156)
- Improved double-robust estimation in missing data and causal inference models. (2012) (156)
- Causal inference for complex longitudinal data: the continuous case (2001) (155)
- Semiparametric estimation of an accelerated failure time model with time-dependent covariates (1992) (152)
- Birthweight as a risk factor for breast cancer (1996) (152)
- Analysis of semi-parametric regression models with non-ignorable non-response. (1997) (151)
- A method for the analysis of randomized trials with compliance information: an application to the Multiple Risk Factor Intervention Trial. (1993) (151)
- Semiparametric Efficiency and its Implication on the Design and Analysis of Group-Sequential Studies (1997) (150)
- Uniform consistency in causal inference (2003) (149)
- Non-response models for the analysis of non-monotone ignorable missing data. (1997) (147)
- Comparative Effectiveness of Dynamic Treatment Regimes: An Application of the Parametric G-Formula (2011) (144)
- Randomized Trials Analyzed as Observational Studies (2013) (140)
- On the efficacy of screening for breast cancer. (2004) (139)
- Locally Robust Semiparametric Estimation (2016) (139)
- Distribution-Free Prediction Sets (2013) (137)
- Empirical‐Bayes Adjustments for Multiple Comparisons Are Sometimes Useful (1991) (134)
- Identifiability, exchangeability and confounding revisited (2009) (132)
- Estimation of treatment effects in randomised trials with non-compliance and a dichotomous outcome using structural mean models (2004) (131)
- Marginal structural models for estimating the effect of highly active antiretroviral therapy initiation on CD4 cell count. (2005) (122)
- Methods for Conducting Sensitivity Analysis of Trials with Potentially Nonignorable Competing Causes of Censoring (2001) (121)
- Structural Nested Failure Time Models (2005) (117)
- Estimation of the failure time distribution in the presence of informative censoring (2002) (112)
- Comparing two failure time distributions in the presence of dependent censoring (1996) (111)
- G-estimation of causal effects: isolated systolic hypertension and cardiovascular death in the Framingham Heart Study. (1998) (111)
- Estimability and estimation of excess and etiologic fractions. (1989) (110)
- Healthy Worker Effect (2005) (106)
- Semiparametric efficient estimation of a conditional density with missing or mismeasured covariates (1995) (106)
- Nonparametric von Mises Estimators for Entropies, Divergences and Mutual Informations (2015) (104)
- Nested Markov Properties for Acyclic Directed Mixed Graphs (2012) (101)
- Empirical and counterfactual conditions for sufficient cause interactions (2008) (100)
- Estimation of Effects of Sequential Treatments by Reparameterizing Directed Acyclic Graphs (1997) (97)
- Adaptive nonparametric confidence sets (2006) (97)
- More on "Biased selection of controls for case-control analyses of cohort studies". (1986) (95)
- Generation interval contraction and epidemic data analysis. (2007) (95)
- Differential misclassification and the assessment of gene-environment interactions in case-control studies. (1998) (91)
- Twicing Kernels and a Small Bias Property of Semiparametric Estimators (2004) (90)
- Double/Debiased Machine Learning for Treatment and Causal Parameters (2016) (90)
- Estimating the causal effect of smoking cessation in the presence of confounding factors using a rank preserving structural failure time model. (1993) (88)
- Doubly robust estimation of the local average treatment effect curve (2015) (88)
- On weighting approaches for missing data (2013) (87)
- On doubly robust estimation in a semiparametric odds ratio model. (2010) (86)
- Minimax estimation of a functional on a structured high-dimensional model (2017) (86)
- Incorporating prior beliefs about selection bias into the analysis of randomized trials with missing outcomes. (2003) (84)
- Estimation of regression models for the mean of repeated outcomes under nonignorable nonmonotone nonresponse. (2007) (84)
- Signed directed acyclic graphs for causal inference (2010) (83)
- Adjusting for Nonignorable Drop-Out Using Semiparametric Nonresponse Models: Rejoinder (1999) (81)
- Errata to “a new approach to causal intefence in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect” Mathl Modelling 7(9–12), 1393–1512 (1986) (1987) (81)
- On Profile Likelihood: Comment (2000) (80)
- On the impossibility of inferring causation from association without background knowledge (1999) (80)
- Confidence intervals for causal parameters. (1988) (80)
- Multiply Robust Inference for Statistical Interactions (2008) (79)
- Non-response models for the analysis of non-monotone non-ignorable missing data. (1997) (78)
- Estimating the marginal survival function in the presence of time dependent covariates (2001) (77)
- Analytic Methods for Estimating HIV-Treatment and Cofactor Effects (2002) (76)
- Depressed thyroid indexes associated with occupational exposure to inorganic lead. (1983) (75)
- Analysis of case-control data derived in part from proxy respondents. (1988) (75)
- Identification, Estimation and Approximation of Risk under Interventions that Depend on the Natural Value of Treatment Using Observational Data (2014) (74)
- Effects of multiple interventions (2004) (73)
- On the semi-parametric efficiency of logistic regression under case-control sampling (2000) (71)
- Network-based analysis of stochastic SIR epidemic models with random and proportionate mixing. (2007) (69)
- The low level of 5-hydroxytryptophan decarboxylase in human brain (1967) (67)
- Inference in Randomized Studies with Informative Censoring and Discrete Time‐to‐Event Endpoints (2001) (66)
- DOUBLY ROBUST INSTRUMENTAL VARIABLE REGRESSION (2012) (65)
- Conditioning, Likelihood, and Coherence: A Review of Some Foundational Concepts (2000) (64)
- Partial Identification of the Average Treatment Effect Using Instrumental Variables: Review of Methods for Binary Instruments, Treatments, and Outcomes (2018) (64)
- Determining the effect of highly active antiretroviral therapy on changes in human immunodeficiency virus type 1 RNA viral load using a marginal structural left-censored mean model. (2007) (62)
- Relation between three classes of structural models for the effect of a time-varying exposure on survival (2010) (62)
- Estimability and estimation of expected years of life lost due to a hazardous exposure. (1991) (60)
- Estimation in Partially Linear Models With Missing Covariates (2004) (59)
- The foundations of confounding in epidemiology (1987) (59)
- A unifying approach for doubly-robust $\ell_1$ regularized estimation of causal contrasts (2019) (59)
- Locally efficient estimation with current status data and time-dependent covariates (1998) (58)
- Dynamic Regime Marginal Structural Mean Models for Estimation of Optimal Dynamic Treatment Regimes, Part II: Proofs of Results (2010) (58)
- Pandemic Influenza: Risk of Multiple Introductions and the Need to Prepare for Them (2006) (57)
- Double/de-biased machine learning using regularized Riesz representers (2018) (57)
- Estimating Absolute Risks in the Presence of Nonadherence: An Application to a Follow-up Study With Baseline Randomization (2010) (57)
- A Comparison of Agent-Based Models and the Parametric G-Formula for Causal Inference (2017) (57)
- Presenting statistical uncertainty in trends and dose-response relations. (1999) (56)
- Semiparametric Minimax Rates. (2009) (55)
- An analytic method for randomized trials with informative censoring: Part II (1995) (55)
- Estimating the causal effect of a time‐varying treatment on time‐to‐event using structural nested failure time models (2004) (55)
- Causal models for estimating the effects of weight gain on mortality (2008) (55)
- Changes in fish consumption in midlife and the risk of coronary heart disease in men and women. (2013) (54)
- Selecting on treatment: a pervasive form of bias in instrumental variable analyses. (2015) (54)
- The behaviour of common measures of association used to assess a vaccination programme under complex disease transmission patterns--a computer simulation study of malaria vaccines. (1990) (54)
- Lipoid pneumonia caused by oil mist exposure from a steel rolling tandem mill. (1981) (53)
- INTRODUCTION TO NESTED MARKOV MODELS (2014) (53)
- Transparent Parametrizations of Models for Potential Outcomes (2012) (52)
- Separable Effects for Causal Inference in the Presence of Competing Events (2019) (52)
- Causal Inference Without Counterfactuals: Comment (2000) (50)
- Locally Efficient Estimation of a Multivariate Survival Function in Longitudinal Studies (2002) (49)
- Minimal sufficient causation and directed acyclic graphs (2009) (49)
- Nonparametric Locally Efficient Estimation of the Treatment Specific Survival Distribution with Right Censored Data and Covariates in Observational Studies (2000) (49)
- Inverse probability weighted estimation in survival analysis (2003) (47)
- Analysis of the Binary Instrumental Variable Model (2010) (46)
- Instrumental variables as bias amplifiers with general outcome and confounding (2017) (46)
- Marginal structural models for sufficient cause interactions. (2010) (45)
- Adjusting for early treatment termination in comparative clinical trials. (1990) (44)
- Oseltamivir for treatment and prevention of pandemic influenza A/H1N1 virus infection in households, Milwaukee, 2009 (2010) (44)
- Invited Commentary: Effect Modification by Time-varying Covariates (2007) (43)
- An analytic method for randomized trials with informative censoring: Part 1 (1995) (43)
- On Modeling and Estimation for the Relative Risk and Risk Difference (2015) (42)
- Inverse Probability Weighting in Survival Analysis (2005) (42)
- The effect of efavirenz versus nevirapine-containing regimens on immunologic, virologic and clinical outcomes in a prospective observational study (2012) (42)
- Characterization of parameters with a mixed bias property (2019) (41)
- Structural Nested Cumulative Failure Time Models to Estimate the Effects of Interventions (2012) (40)
- The Validity of Case'Control Studies with Nonrandom Selection of Controls (1990) (40)
- The Graft Versus Leukemia Effect after Bone Marrow Transplantation: A Case Study Using Structural Nested Failure Time Models (1999) (40)
- General methodological considerations (2003) (39)
- The Potential for Postrandomization Confounding in Randomized Clinical Trials. (2016) (37)
- Regressing aneurysms in periarteritis nodosa. A report of 3 cases. (1972) (37)
- Quadratic semiparametric Von Mises calculus (2009) (37)
- Effectiveness of Early Antiretroviral Therapy Initiation to Improve Survival among HIV-Infected Adults with Tuberculosis: A Retrospective Cohort Study (2011) (36)
- Undersmoothing and bias corrected functional estimation (1998) (36)
- Using observational data to emulate a randomized trial of dynamic treatment-switching strategies: an application to antiretroviral therapy. (2016) (35)
- Estimating the effect of zidovudine on Kaposi's sarcoma from observational data using a rank preserving structural failure-time model. (1998) (35)
- Higher Order Inference On A Treatment Effect Under Low Regularity Conditions. (2011) (35)
- Definition and Evaluation of the Monotonicity Condition for Preference-based Instruments (2015) (35)
- Specifying the correlation structure in inverse-probability- weighting estimation for repeated measures. (2012) (35)
- Selective angiography in localizing islet-cell tumors of the pancreas. A further appraisal. (1973) (35)
- Generalizing causal inferences from randomized trials: counterfactual and graphical identification (2019) (34)
- Accepting the Limits of Ecologic Studies: Drs. Greenland and Robins Reply to Drs. Piantadosi and Cohen (1994) (34)
- Study Designs for Extending Causal Inferences from a Randomized Trial to a Target Population. (2019) (34)
- Time-dependent cross ratio estimation for bivariate failure times. (2011) (33)
- Smoking cessation and long-term weight gain in the Framingham Heart Study: an application of the parametric g-formula for a continuous outcome (2016) (33)
- Stochastic counterfactuals and stochastic sufficient causes. (2012) (31)
- Method for conducting sensitivity analysis. (1999) (31)
- Principal stratification designs to estimate input data missing due to death - Discussion (2007) (30)
- Benchmarking Observational Methods by Comparing Randomized Trials and Their Emulations. (2020) (30)
- Semiparametric efficient empirical higher order influence function estimators (2017) (30)
- Comparative Effectiveness Research Using Observational Data: Active Comparators to Emulate Target Trials with Inactive Comparators (2016) (30)
- Single World Intervention Graphs : A Primer (2013) (30)
- The Semiparametric Case‐Only Estimator (2010) (29)
- An Interventionist Approach to Mediation Analysis (2020) (29)
- Weight Loss and Coronary Heart Disease: Sensitivity Analysis for Unmeasured Confounding by Undiagnosed Disease (2015) (28)
- Commentary on ‘Using inverse weighting and predictive inference to estimate the effects of time‐varying treatments on the discrete‐time hazard’ (2002) (26)
- Authorsʼ Response, Part I: Observational Studies Analyzed Like Randomized Experiments: Best of Both Worlds (2008) (26)
- Commentary: Counterfactual causation and streetlamps: what is to be done? (2017) (25)
- On falsification of the binary instrumental variable model (2016) (24)
- Identifiability and Exchangeability for Direct and (1992) (24)
- Semiparametric Estimation with Data Missing Not at Random Using an Instrumental Variable. (2016) (24)
- Locally Efficient Median Regression with Random Censoring and Surrogate Markers (1996) (24)
- Sequential models for coarsening and missingness (1997) (23)
- New statistical approaches to semiparametric regression with application to air pollution research. (2013) (23)
- On the multiply robust estimation of the mean of the g-functional (2017) (22)
- Identification In Missing Data Models Represented By Directed Acyclic Graphs (2019) (22)
- An Efficient Algorithm for Computing Interventional Distributions in Latent Variable Causal Models (2011) (21)
- Parameter and Structure Learning in Nested Markov Models (2012) (21)
- Re: Causality and causal inference in epidemiology: the need for a pluralistic approach. (2016) (21)
- On Identification and Inference for Direct Effects (2009) (21)
- A mapping between interactions and interference: implications for vaccine trials. (2012) (21)
- Rejoinder to discussion of ``The asymptotic distribution of P-values in composite'' null models. (2000) (20)
- Discussion on "Statistical Issues Arising in the Women's Health Initiative" (2005) (20)
- Inverse Probability Weighted Estimation of Risk Under Representative Interventions in Observational Studies (2018) (19)
- Effect modification by time-varying covariates. (2007) (19)
- Testing Edges by Truncations (2009) (19)
- HIGHER ORDER ESTIMATING EQUATIONS FOR HIGH-DIMENSIONAL MODELS. (2015) (18)
- Analysis of proportionate mortality data using logistic regression models. (1987) (17)
- The Impact of Different CD4 Cell-Count Monitoring and Switching Strategies on Mortality in HIV-Infected African Adults on Antiretroviral Therapy: An Application of Dynamic Marginal Structural Models (2015) (17)
- Designs for synthetic case-control studies in open cohorts. (1989) (17)
- Influence Functions for Machine Learning: Nonparametric Estimators for Entropies, Divergences and Mutual Informations (2014) (16)
- Minimax estimation of the integral of a power of a density. (2008) (16)
- Percutaneous transcaval biopsy technique in the evaluation of inferior vena cava occlusion. (1972) (16)
- Properties of Monotonic Effects on Directed Acyclic Graphs (2009) (16)
- Locally Ecient Estimation with Current Status Data and Time-Dependent Covariates (2001) (16)
- Efficient estimation of regression parameters from multistage studies with validation of outcome and covariates (1997) (16)
- Discussion of the Frangakis and Rubin Article (2001) (15)
- Conditional separable effects (2020) (15)
- Discussion of Causal Diagrams for Empirical Research by J. Pearl (1995) (15)
- When to Monitor CD4 Cell Count and HIV RNA to Reduce Mortality and AIDS-Defining Illness in Virologically Suppressed HIV-Positive Persons on Antiretroviral Therapy in High-Income Countries: A Prospective Observational Study (2016) (15)
- Methotrexate treatment and mortality in rheumatoid arthritis (2002) (14)
- Re: "Confounding Confounding". (1989) (14)
- A Cautionary Note on Specification of the Correlation Structure in Inverse-Probability-Weighted Estimation for Repeated Measures (2012) (14)
- IDENTIFICATION AND INFERENCE FOR MARGINAL AVERAGE TREATMENT EFFECT ON THE TREATED WITH AN INSTRUMENTAL VARIABLE. (2015) (14)
- Multivariate Counterfactual Systems and Causal Graphical Models (2020) (14)
- Efficient Nonparametric Conformal Prediction Regions (2011) (13)
- A NEW PROJECTION-TYPE SPLIT-SAMPLE SCORE TEST IN LINEAR INSTRUMENTAL VARIABLES REGRESSION (2010) (13)
- Comparison of dynamic monitoring strategies based on CD4 cell counts in virally suppressed, HIV-positive individuals on combination antiretroviral therapy in high-income countries: a prospective, observational study. (2017) (13)
- On the validity of the TDT test in the presence of comorbidity and ascertainment bias (2001) (13)
- ACE Bounds; SEMs with Equilibrium Conditions (2014) (13)
- Asymptotic Normality of Quadratic Estimators. (2015) (12)
- Weight gain after smoking cessation and lifestyle strategies to reduce it. (2019) (12)
- A generalized theory of separable effects in competing event settings (2021) (12)
- Longitudinal Causal Inference (2015) (12)
- Simulation from Structural Survival Models under Complex Time-Varying Data Structures (2019) (12)
- Sparse Nested Markov models with Log-linear Parameters (2013) (12)
- On Causal Inferences for Personalized Medicine: How Hidden Causal Assumptions Led to Erroneous Causal Claims About the D-Value (2019) (12)
- Semiparametric tests for sufficient cause interaction (2012) (12)
- Using Observational Data to Calibrate Simulation Models (2017) (12)
- Comment (2000) (12)
- Parametric g‐formula implementations for causal survival analyses (2020) (11)
- Adaptive estimation of nonparametric functionals (2016) (11)
- Discussion of “Dynamic treatment regimes: Technical challenges and applications” (2014) (11)
- Discussion of “Data‐driven confounder selection via Markov and Bayesian networks” by Häggström (2018) (11)
- Methods to Estimate the Comparative Effectiveness of Clinical Strategies that Administer the Same Intervention at Different Times (2015) (11)
- Emulating a trial of joint dynamic strategies: An application to monitoring and treatment of HIV‐positive individuals (2019) (11)
- Early versus deferred antiretroviral therapy for HIV. (2009) (11)
- Lepski's Method and Adaptive Estimation of Nonlinear Integral Functionals of Density (2015) (10)
- The Challenges of Parameterizing Direct Effects in Individual-Level Simulation Models (2020) (10)
- On Nearly Assumption-Free Tests of Nominal Confidence Interval Coverage for Causal Parameters Estimated by Machine Learning (2019) (10)
- Correction to “Doubly Robust Estimation in Missing Data and Causal Inference Models,” by H. Bang and J. M. Robins; 61, 962–972, December 2005 (2008) (10)
- Hypothetical Lifestyle Strategies in Middle-Aged Women and the Long-Term Risk of Stroke (2020) (10)
- Casual inference. (1993) (10)
- Potential biases arising from epidemic dynamics in observational seroprotection studies (2020) (9)
- A Proof of Bell's Inequality in Quantum Mechanics Using Causal interactions (2012) (9)
- Discussion of “On Bayesian estimation of marginal structural models” (2015) (9)
- Methotrexate treatment and mortality in rheumatoid arthritis. Authors' reply (2002) (8)
- Generalized interpretation and identification of separable effects in competing event settings. (2020) (8)
- Locally efficient estimation of regression parameters using current status data (2005) (7)
- Birthweight as risk factor for breast cancer (1997) (7)
- Estimation of local treatment effects under the binary instrumental variable model (2020) (7)
- Split-Sample Score Tests in Linear Instrumental Variables Regression (2007) (7)
- Discussion of "principal Stratification Designs ..." (2007) (7)
- Congenial Causal Inference with Binary Structural Nested Mean Models (2017) (7)
- Boosted lopinavir- versus boosted atazanavir-containing regimens and immunologic, virologic, and clinical outcomes: a prospective study of HIV-infected individuals in high-income countries. (2015) (6)
- On parametrization, robustness and sensitivity analysis in a marginal structural Cox proportional hazards model for point exposure (2012) (6)
- Efficiency Comparisons in Multivariate Multiple Regression with Missing Outcomes (1997) (6)
- Doubly Robust Regression Analysis for Data Fusion (2018) (6)
- Doubly Robust Estimation of a Marginal Average Effect of Treatment on the Treated With an Instrumental Variable (2015) (6)
- A Theory of Sufficient Cause Interactions (2006) (6)
- 397: A Structural Approach to Observation Bias (2005) (6)
- Should Compensation Schemes Be Based on the Probability of Causation or Expected Years of Life Lost (2004) (6)
- Robust inference with higher order influence functions: Part I, Part II (2005) (5)
- Observational Studies Analyzed Like Randomized Trials and Vice Versa (2017) (5)
- Locally Efficient Estimation in Censored Data Models: Theory and Examples (2000) (5)
- Multiple robust estimation of marginal structural mean models for unconstrained outcomes (2018) (5)
- Re: "Possibility of selection bias in matched case-control studies using friend controls". (1989) (5)
- An Apparent Paradox Explained (2017) (5)
- Deep Learning Methods for Proximal Inference via Maximum Moment Restriction (2022) (5)
- Estimation of the Bivariate Survival Function with Generalized Bivariate Right Censored Data Structures (2003) (5)
- Causal inference for complex longitudinal data: the continuous time g-computation formula (2001) (4)
- A formal causal interpretation of the case-crossover design. (2020) (4)
- Optimal dynamic treatment regimes - Discussion on the paper by Murphy (2003) (4)
- Decision-Making under Uncertainty in the Setting of Environmental Health Regulations (1985) (4)
- On Bayesian estimation of marginal structural models 1 (2014) (3)
- Potential Biases Arising From Epidemic Dynamics in Observational Seroprotection Studies (2020) (3)
- Locally E cient Estimation with Current Status Data andTime-Dependent (1999) (3)
- Nonparametric identification is not enough, but randomized controlled trials are (2021) (3)
- exchangeability and confounding revisited. (2009) (3)
- Towards A Complete Identification Algorithm for Missing Data Problems (2016) (3)
- Multiple Outbreaks and Flu Containment Plans (2006) (3)
- Efavirenz versus boosted atazanavir-containing regimens and immunologic, virologic, and clinical outcomes (2016) (3)
- Acute Respiratory Syndrome Transmission Dynamics and Control of Severe (2010) (3)
- Sensitivity analysis using bias functions for studies extending inferences from a randomized trial to a target population. (2023) (3)
- Causal inference in complex longitudinal models: the continuous case (1999) (3)
- Measures of effect based on the sufficient causes model. (1993) (3)
- BIRTHWEIGHT AS RISK FACTOR FOR BREAST CANCER. AUTHORS' REPLY (1997) (2)
- Rejoinder: On nearly assumption-free tests of nominal confidence interval coverage for causal parameters estimated by machine learning (2020) (2)
- Likelihood-based inference with singular (2000) (2)
- Robust Inference with Higher Order Inuence Functions : Part II (2005) (2)
- Unified Approach for Causal Inference and Censored Data (2003) (2)
- Multiply robust estimators of causal effects for survival outcomes (2021) (2)
- Monotone Censored Data (2003) (2)
- Discussion of a Paper by Professor Miettinen (2015) (2)
- The Magnitude and Direction of Potential Bias in Instrumental Variable Analyses when Treatment Effects are Heterogeneous. (2014) (2)
- On assumption-free tests and confidence intervals for causal effects estimated by machine learning (2019) (2)
- Efficient Estimation of Optimal Regimes Under a No Direct Effect Assumption (2019) (1)
- Biologic Interaction and Their Identification (2006) (1)
- Causal and counterfactual views of missing data models (2022) (1)
- Practice of Epidemiology Marginal Structural Models for Sufficient Cause Interactions (2010) (1)
- Birthweight as risk factor for breast cancer (multiple letters) [1] (1997) (1)
- Demystifying double Rogbustness: A Comparison of Alternative Strategies for Estimating a Population Mean from Incomplete Data. Comment. (2007) (1)
- Monotonicity Violations for Ill-Defined Preference-Based Instruments. (2014) (1)
- The effective number of cigarettes inhaled daily by passive smokers: are epidemiologic and dosimetric estimates consistent? (1989) (1)
- The Limits of Causal Knowledge (1999) (1)
- Double-robust and efficient methods for estimating the causal effects of a binary treatment (2020) (1)
- Discussion on the paper by Kong, McCullagh, Meng, Nicolae and Tan (2003) (1)
- Comment (2000) (1)
- Lipiodol Radiography in Diseases of the Maxillary Antrum (1941) (1)
- Randomized trials and their observational emulations: a framework for benchmarking and joint analysis (2022) (1)
- Coherent modeling of longitudinal causal effects on binary outcomes. (2017) (1)
- The role of grace periods in comparative effectiveness studies of different medications (2022) (1)
- SEMIPARAMETRIC BIVARIATE QUANTILE-QUANTILE REGRESSION FOR ANALYZING SEMI-COMPETING RISKS DATA (2007) (0)
- Robust and Honest Confidence Intervals for Causal Effects (2006) (0)
- CONTINUING PROFESSIONAL EDUCATION Estimating causal effects from epidemiological data (2006) (0)
- Properties of Monotonic Effects (2006) (0)
- Review of Partial and Point Identification Results Using Instrumental Variable Type Assumptions. (2014) (0)
- Ju n 20 07 Serial interval contraction during epidemics (2006) (0)
- Title Oseltamivir for treatment and prevention of pandemic influenzaA / H 1 N 1 virus infection in households , Milwaukee , 2009 (2010) (0)
- ST ] 2 0 O ct 2 01 7 SEMIPARAMETRIC EFFICIENT EMPIRICAL HIGHER ORDER INFLUENCE FUNCTION ESTIMATORS By (2018) (0)
- Discussion of ‘Estimating time-varying causal excursion effects in mobile health with binary outcomes’ (2021) (0)
- Multivariate Right-Censored Multivariate Data (2003) (0)
- Analysis of randomized trials with non-compliance and a binary outcome (2001) (0)
- A Marginal Structural Left-Censored Mean Model for the Effect Of Highly Active Antiretroviral Therapy on Changes in Hiv-1 Rna Viral Load (2006) (0)
- Abstract P344: Hypothetical Interventions on Fish Consumption in Mid and Later Life and the Risk of Coronary Heart Disease in Women: An Application of the Parametric G-formula (2012) (0)
- Causal Etiology of the Research of (2018) (0)
- Cross-Sectional Data and Right-Censored Data Combined (2003) (0)
- Randomized Trials VS. Observational Studies? The Case of Postmenopausal Hormone Therapy and Coronary Heart Disease (2006) (0)
- COBRA Preprint Series Year Paper Properties of Monotonic Effects (2013) (0)
- Ju n 20 19 Identification In Missing Data Models Represented By Directed Acyclic Graphs (2019) (0)
- Biometrics , September 2007 Discussions (2007) (0)
- Estimation of local treatment under the binary instrumental variable model (2020) (0)
- 26 Nested Markov models of directed acyclic mixed graphs (2012) (0)
- Thyroid function and lead. (1985) (0)
- Inappropriate Selection of Controls in a Case-Control Study (2004) (0)
- Supplement For: Identification In Missing Data Models Represented By Directed Acyclic Graphs (2019) (0)
- COBRA Preprint Series Year Paper A Theory of Sufficient Cause Interactions (2013) (0)
- Discussion of causal inference: What and how? (2004) (0)
- Active presecription drug safety surveillance: Exploring OMOP 2011-2012 experiments (2013) (0)
- Thyroid Indexes-Reply (1983) (0)
- Medical grand rounds: Yale University School of Medicine. Diseases of the workplace: the clinician's role. (1981) (0)
- Undersmoothing and Bias Corrected (1998) (0)
- Biometrics , December 2005 (2005) (0)
- Rejoinder: A formal causal interpretation of the case-crossover design. (2022) (0)
- 147: Estimating Small Effects with Large Consequences: Air Pollution and Cardiovascular Disease (2005) (0)
- Properties of Monotonic Effects on Directed (2008) (0)
- We Reviewed (0)
- Potential Outcome and Decision Theoretic Foundations for Statistical Causality (2023) (0)
- Directed Acyclic Graphs and Monotonic Effects (2006) (0)
- ST ] 2 J un 2 01 9 ADAPTIVE ESTIMATION OF NONPARAMETRIC FUNCTIONALS (2019) (0)
- Rejoinder (2000) (0)
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