Search Results - "causality"

An evolved interpretation of Austin Bradford Hill's causal viewpoints and their influence on epidemiologic methods.

Lesko CR; Department of Epidemiology, Johns Hopkins University, Baltimore, MD, United States., Fox MP; Departments of Epidemiology & Global Health, Boston University, Boston, MA, United States.

Journal Article; Historical Article , 2025

A dependence detection heuristic in causal induction to handle nonbinary variables.

Higuchi K; Chubu University, Matsumoto, Kasugai, 487-0027, Aichi, Japan. kohki.higuchi@gmail.com., Shirakawa T; Chubu University, Matsumoto, Kasugai, 487-0027, Aichi, Japan., Ichino H; Tokyo Denki University, Ishizaka, Hatoyama, Hiki, Saitama, 350-0394, Japan., Takahashi T; Tokyo Denki University, Ishizaka, Hatoyama, Hiki, Saitama, 350-0394, Japan. tatsuji.takahashi@gmail.com.

Journal Article , 2025

Modeling document causal structure with a hypergraph for event causality identification.

Xiang W; Faculty of Artificial Intelligence in Education, Central China Normal University, Wuhan, 430079, China. Electronic address: xiangwei@ccnu.edu.cn., Liu C; Hubei Key Laboratory of Smart Internet Technology, School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, 430074, China. Electronic address: liu_cheng@hust.edu.cn., Wang B; Hubei Key Laboratory of Smart Internet Technology, School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, 430074, China. Electronic address: wangbang@hust.edu.cn.

Journal Article , 2025

Semiparametric Estimation of Relative Causal Effects in Randomized Controlled Trials With Noncompliance.

Liu W; KLATASDS-MOE, School of Statistics, East China Normal University, Shanghai, China., Qin J; National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland, USA., Liu Y; KLATASDS-MOE, School of Statistics, East China Normal University, Shanghai, China.

Journal Article , 2025

Causation, Norms, and Cognitive Bias.

Güver L; Faculty of Laws, University College London, Endsleigh Gardens, London WC1H 0EG, UK., Kneer M; IDea_Lab, University of Graz, Leechgasse 34, 8010 Graz, Austria. Electronic address: markus.kneer@gmail.com.

Journal Article , 2025

IJMPR Didactic Paper: Weighting for Causal Inference in Mental Health Research.

Cohn ER; Westat, New York, New York, USA., Zubizarreta JR; Department of Health Care Policy, Harvard Medical School, Boston, Massachusetts, USA.; Department of Biostatistics, Harvard T.H. Chan of Public Health, Boston, Massachusetts, USA.; Department of Statistics, Harvard University, Cambridge, Massachusetts, USA.

Journal Article , 2025

Causal inference for time series datasets with partially overlapping variables.

Gomez LA; Stevens Institute of Technology, 1 Castle Point Terrace, Hoboken, 07030, NJ, USA., Claassen J; Department of Neurology, Columbia University Irving Medical Center, 710 West 168th Street, New York, 10032, NY, USA; New York Presbyterian Hospital, Praveen Hospital Lane, New York, 10032, NY, USA., Kleinberg S; Stevens Institute of Technology, 1 Castle Point Terrace, Hoboken, 07030, NJ, USA. Electronic address: samantha.kleinberg@stevens.edu.

Journal Article , 2025

Can algorithms replace expert knowledge for causal inference? A case study on novice use of causal discovery.

Gururaghavendran R; Department of Epidemiology, Boston University School of Public Health, Boston, MA 02118, United States., Murray EJ; Department of Epidemiology, Boston University School of Public Health, Boston, MA 02118, United States.

Journal Article , 2025

Understanding linear interaction analysis with causal graphs.

Kim Y; Department of Education, Seoul National University, Seoul, Korea.; Education Research Institute, Seoul National University, Seoul, Korea.; Learning Sciences Research Institute, Seoul National University, Seoul, Korea., Jung G; Department of Korean Language Education, Seoul National University, Seoul, Korea.

Journal Article , 2025

Causal Inference With Outcomes Truncated by Death and Missing Not at Random.

Li W; Center for Applied Statistics and School of Statistics, Renmin University of China, Beijing, China., Liu Y; Center for Applied Statistics and School of Statistics, Renmin University of China, Beijing, China.; Mathematical Institute, Leiden University, Leiden, the Netherlands., Luo S; School of Mathematics and Statistics, Beijing Technology and Business University, Beijing, China., Geng Z; School of Mathematics and Statistics, Beijing Technology and Business University, Beijing, China.

Journal Article , 2025

Detection of potential causal pathways among social determinants of health: A data-informed framework.

Korvink M; ITS Data Science, Premier, Inc., Charlotte, NC, 28227, USA; Institute for Health and Equity, Medical College of Wisconsin, Milwaukee, WI, 53226, USA. Electronic address: mkorvink@mcw.edu., Biondolillo M; ITS Data Science, Premier, Inc., Charlotte, NC, 28227, USA., Van Dijk JW; Institute for Health and Equity, Medical College of Wisconsin, Milwaukee, WI, 53226, USA., Banerjee A; Division of Biostatistics, Medical College of Wisconsin, Milwaukee, WI, 53226, USA., Simenz C; Institute for Health and Equity, Medical College of Wisconsin, Milwaukee, WI, 53226, USA., Nelson D; Institute for Health and Equity, Medical College of Wisconsin, Milwaukee, WI, 53226, USA.

Journal Article; Observational Study , 2025

Causal Estimands and Multiply Robust Estimation of Mediated-Moderation.

Liu X; Department of Educational Psychology, The University of Texas at Austin, Austin, TX, USA., Eddy M; Department of Educational Psychology, The University of Texas at Austin, Austin, TX, USA.; Department of Kinesiology and Health Education, The University of Texas at Austin, Austin, TX, USA., Martinez CR; Department of Educational Psychology, The University of Texas at Austin, Austin, TX, USA.

Journal Article , 2025

The next generation of regression standardization with the R package stdReg2.

Sachs MC; University of Copenhagen, Section of Biostatistics, Øster Farimagsgade 5, Copenhagen, Denmark. Electronic address: michael.sachs@sund.ku.dk., Ohlendorff JS; University of Copenhagen, Section of Biostatistics, Øster Farimagsgade 5, Copenhagen, Denmark., Brand A; The Emmes Company, LLC, Rockville, USA., Sjölander A; Karolinska Institute, Department of Medical Epidemiology and Biostatistics, Stockholm, Sweden., Gabriel EE; University of Copenhagen, Section of Biostatistics, Øster Farimagsgade 5, Copenhagen, Denmark.

Journal Article , 2025

Change scores and baseline adjustment: splitting the difference (in differences).

Dukes O; Department of Mathematics, Computer Science and Statistics, Ghent University, Ghent, Belgium., Shahn Z; School of Public Health, The City University of New York, New York, NY, United States., Renson A; Department of Population Health, New York University Grossman School of Medicine, New York, NY, United States.

Journal Article , 2025

Continuous-time mediation analysis for repeatedly measured mediators and outcomes.

Kateline LB; Univ. Bordeaux, Inserm, Bordeaux Population Health, U1219, F-33000 Bordeaux, France., Linda V; Department of Biostatistics, Columbia University Mailman School of Public Health, 722 W 168th St, New York, NY 10032, United States.; Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Ave, Boston, MA 02115, United States., Cécile PL; Univ. Bordeaux, Inserm, Bordeaux Population Health, U1219, F-33000 Bordeaux, France.

Journal Article , 2025

Author correction to: "causal survival analysis under competing risks using longitudinal modified treatment policies".

Díaz I; Division of Biostatistics, Department of Population Health, New York University Grossman School of Medicine, New York, USA. ivan.diaz@nyu.edu., Williams N; Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, USA., Hoffman KL; Department of Biostatistics, University of Washington, Seattle, USA., Hejazi NS; Department of Biostatistics, T.H. Chan School of Public Health, Harvard University, Cambridge, USA.

Journal Article , 2025

Causal Effects Versus Causal Mechanisms: Two Traditions With Different Requirements and Contributions Towards Causal Understanding.

Grace JB; U.S. Geological Survey, Wetland and Aquatic Research Center, Lafayette, Louisiana, USA., Huntington-Klein N; Department of Economics, Seattle University, Seattle, Washington, USA., Schweiger EW; National Park Service, Rocky Mountain Network, Fort Collins, Colorado, USA., Martinez M; U.S. Geological Survey, Eastern Ecological Science Center, Laurel, Maryland, USA., Osland MJ; U.S. Geological Survey, Wetland and Aquatic Research Center, Lafayette, Louisiana, USA., Feher LC; National Park Service, Northeastern Coastal and Barrier Network, Kingston, Rhode Island, USA., Guntenspergen GR; U.S. Geological Survey, Eastern Ecological Science Center, Laurel, Maryland, USA., Thorne KM; U.S. Geological Survey, Western Ecological Research Center, Davis, California, USA.

Journal Article; Review , 2025

A flexible Bayesian g-formula for causal survival analyses with time-dependent confounding.

Chen X; Department of Mathematics and Statistics, Mississippi State University, Mississippi State, MS, USA. xchen@math.msstate.edu., Hu L; Department of Biostatistics and Epidemiology, Rutgers School of Public Health, New Brunswick, NJ, USA., Li F; Department of Biostatistics & Center for Methods in Implementation and Prevention Science, Yale School of Public Health, New Haven, CT, USA.

Journal Article , 2025

A study on large-scale disease causality discovery from biomedical literature.

Yu S; National Science Library (Chengdu), Chinese Academy of Sciences, Chengdu, 610041, China.; Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, 100190, China., Dong P; Institute of Medical Information, Chinese Academy of Medical Sciences, Beijing, China., Li J; Institute of Medical Information, Chinese Academy of Medical Sciences, Beijing, China., Tang X; Institute of Medical Information, Chinese Academy of Medical Sciences, Beijing, China. tang.xiaoli@imicams.ac.cn., Li X; Institute of Medical Information, Chinese Academy of Medical Sciences, Beijing, China. lixiaoying@imicams.ac.cn.

Journal Article , 2025

Identification and Estimation of Causal Effects Using Non-Concurrent Controls in Platform Trials.

Santacatterina M; Division of Biostatistics, Department of Population Health, New York University School of Medicine, New York, New York, USA., Giron FM; Division of Biostatistics, Department of Population Health, New York University School of Medicine, New York, New York, USA., Zhang X; Division of Biostatistics, Department of Population Health, New York University School of Medicine, New York, New York, USA., Díaz I; Division of Biostatistics, Department of Population Health, New York University School of Medicine, New York, New York, USA.

Journal Article , 2025