causal-inference

Documents about causal-inference

• Evaluating Metformin Efficacy in ALS Using Real-World Data: A Causal Inference Approach#10222bioRxiv / medRxiv
• The Hard Problem of Theory Choice: A Case Study on Causal Inference and Its Faithfulness Assumption#75306PhilArchive
• GIST-CMTF: Goal-State Inference for Causal Minimal Tool Filtering in LLM Agents#280223arXiv CS
• Doubly Robust Functional Representation Learning for Longitudinal Causal Inference with Irregular Histories#414090arXiv CS
• A frontal cortical world model shapes inference of causal relationships in hippocampus#430011Europe PMC
• PROGRAM EVALUATION OF TREATMENT EFFECT HETEROGENEITY: THEORY AND APPLICATIONS#929337ScholarlyCommons
• MODERN ADVANCES IN ACCOUNTING FOR UNMEASURED CONFOUNDING VIA SENSITIVITY ANALYSIS#929322ScholarlyCommons
• Using non-binding experiments to estimate causal effects with instrumental variables regression: A tutorial#276653OSF
• Beyond the Dark Figure: A Causal and Probabilistic Analysis of Crimes Against Women in India#1020744SocArXiv
• Learning Invariant Modality Representation for Robust Multimodal Learning from a Causal Inference Perspective#120523arXiv CS
• Effect Modification in Settings with “Truncation by Death”#194766OKAYAMA UNIVERSITY SCIENTIFIC ACHIEVEMENT REPOSITORY
• Information Limits in Quantitative Research#276574OSF
• Choosing Covariate Balancing Methods for Causal Inference: Practical Insights From a Simulation Study.#358511NCBI PubMed Central
• Essays on Causal Inference and the International Investment Regime#643823Harvard DASH
• Semiparametric Double Reinforcement Learning with Applications to Long-Term Causal Inference#663970arXiv (OAI Expanded)
• Semiparametric Double Reinforcement Learning with Applications to Long-Term Causal Inference#665470arXiv (All)
• Closing the Pentad: Perfect Prediction, Free Agency, and the Grounding Problem from De Auxiliis to Causal Inference#692315PhilArchive
• CausalVerify: An Execution-Grounded Benchmark for LLM Causal Inference Workflows#985348arXiv (All)
• Utilisation des réseaux neuronaux pour la génération de patients synthétiques à partir d'entrepôts de données de santé : application en inférence causale#124465HAL (France)
• Human benefits of AI methods to search for plausible models on large data sets#20844DataCite
• Human benefits of AI methods to search for plausible models on large data sets#20845DataCite
• Causal Effect Estimates of Online E-Cigarette Marketing Exposure on Future E-Cigarette Harm Perception and Use#285342ODU Digital Commons
• Evaluating Gender Wage Inequality in Academia using Causal Inference Methods for Observational Data#131332arXiv (OAI)
• Network threats to causal inference: Variations in network position by participation in randomized controlled trials.#143309NCBI PubMed Central
• Saturation in G: simple & robust causal inference in cluster randomized trials with informative cluster sizes#789169arXiv (OAI Expanded)
• Saturation in G: simple & robust causal inference in cluster randomized trials with informative cluster sizes#793173arXiv (All)
• Treatment persistence drives estimator performance in longitudinal causal inference based on observational data: A simulation study#971907arXiv (All)
• Replication data for: Bootstrap Inference for Quantile Treatment Effects in Randomized Experiments with Matched Pairs#433184Figshare
• Causal Effect Estimation With TMLE: Handling Missing Data and Near Violations of Positivity#202215Europe PMC
• Twofold Structure and Causal Inference: A Govett-Informed IBE for a Twofold Trinity and Critique of Model Alternatives#107102PhilArchive
• Modern Causal Inference Approaches to Improve Power for Subgroup Analysis in Randomized Controlled Trials.#236301NCBI PubMed Central
• A causal inference framework for poststratification: a method for improving external validity in epidemiological studies.#242528NCBI PubMed Central
• Genetic Correlation and Causal Inference Between Female Fat Distribution and Preeclampsia: An Integrative Genomic Study.#308891NCBI PubMed Central
• Simulation of synthetic health records for assessment of causal inference methods for vaccine efficacy#448648Europe PMC
• Tales of the unexpected: psychedelic trial design solutions#477857OSF
• Generative Marketing Mix Modeling: A Causal Inference Framework Linking GEO and GEM to Business Impact#673491arXiv CS
• Multimodal Prediction Framework for Total Shoulder Arthroplasty Outcomes: Integrating Morphological, Musculoskeletal, Finite Element, and Bayesian Causal Models#177955Infoscience
• A counterfactual analysis of the dishonest casino#190592Spiral
• Unobserved confounders cannot explain over-crediting in avoided deforestation carbon projects#233222OSF
• Immortal time bias from selection: a principal stratification perspective#362515OKAYAMA UNIVERSITY SCIENTIFIC ACHIEVEMENT REPOSITORY
• A generator-matrix causal-inference framework separates measurable aging biomarkers from mortality-driving latent dynamics in humans#435644bioRxiv / medRxiv
• Causal Inference in Clinical Research: A Primer.#453974Apollo
• Essays in Agricultural and Environmental Economics#634888eScholarship
• CausalSmith: A Formally Grounded, Self-Improving Agentic Framework for Automated Research in Causal Inference#664376arXiv (OAI Expanded)
• CausalSmith: A Formally Grounded, Self-Improving Agentic Framework for Automated Research in Causal Inference#665876arXiv (All)
• Approaching an unknown communication system by latent space exploration and causal inference#783435arXiv (OAI Expanded)
• Approaching an unknown communication system by latent space exploration and causal inference#785025arXiv (All)
• Prediction, Persistence, and Theory Evaluation in the Psychological Sciences (And Beyond)#977040OSF
• Bayesian federated causal inference and its application in manufacturing#309949Springer Nature OA
• Causal inference clarifies the roles of background selection and mutation rate variation in shaping human genetic diversity#332392bioRxiv / medRxiv