# Advanced Causal Inference Techniques

**Type:** Topics  
**Canonical URL:** https://scholariq.org/topics/advanced-causal-inference-techniques/

## Facts

| Field | Value |
| --- | --- |
| Description | This cluster of papers focuses on methods for causal inference in observational studies, with an emphasis on reducing the effects of confounding. It covers topics such as propensity score methods, matching methods, regression discontinuity, mediation analysis, instrumental variables, bias correction, and confounding control. |
| Domain | Physical Sciences |
| Field | Mathematics |
| OpenAlex ID | t10845 |
| Works | 176 |

## Topic papers all

Showing 15 of 176.

- [A Proportional Hazards Model for the Subdistribution of a Competing Risk](https://scholariq.org/papers/a-proportional-hazards-model-for-the-subdistribution-of-a-competing-risk/)
- [Propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group](https://scholariq.org/papers/propensity-score-methods-for-bias-reduction-in-the-comparison-of-a-treatment-to/)
- [Evaluating non-randomised intervention studies](https://scholariq.org/papers/evaluating-non-randomised-intervention-studies/)
- [Internal validation of predictive models](https://scholariq.org/papers/internal-validation-of-predictive-models/)
- [Introduction to the Analysis of Survival Data in the Presence of Competing Risks](https://scholariq.org/papers/introduction-to-the-analysis-of-survival-data-in-the-presence-of-competing-risks/)
- [Extensions of net reclassification improvement calculations to measure usefulness of new biomarkers](https://scholariq.org/papers/extensions-of-net-reclassification-improvement-calculations-to-measure/)
- [Variable Selection for Propensity Score Models](https://scholariq.org/papers/variable-selection-for-propensity-score-models/)
- [Overadjustment Bias and Unnecessary Adjustment in Epidemiologic Studies](https://scholariq.org/papers/overadjustment-bias-and-unnecessary-adjustment-in-epidemiologic-studies/)
- [GRADE guidelines: 8. Rating the quality of evidence—indirectness](https://scholariq.org/papers/grade-guidelines-8-rating-the-quality-of-evidence-indirectness/)
- [The Inconsistency of “Optimal” Cutpoints Obtained using Two Criteria based on the Receiver Operating Characteristic Curve](https://scholariq.org/papers/the-inconsistency-of-optimal-cutpoints-obtained-using-two-criteria-based-on-the/)
- [A Quantile-Based g-Computation Approach to Addressing the Effects of Exposure Mixtures](https://scholariq.org/papers/a-quantile-based-g-computation-approach-to-addressing-the-effects-of-exposure/)
- [Modeling Linkage Disequilibrium Increases Accuracy of Polygenic Risk Scores](https://scholariq.org/papers/modeling-linkage-disequilibrium-increases-accuracy-of-polygenic-risk-scores/)
- [Reducing bias through directed acyclic graphs](https://scholariq.org/papers/reducing-bias-through-directed-acyclic-graphs/)
- [Using multiple genetic variants as instrumental variables for modifiable risk factors](https://scholariq.org/papers/using-multiple-genetic-variants-as-instrumental-variables-for-modifiable-risk/)
- [A Proportional Hazards Model for the Subdistribution of a Competing Risk](https://scholariq.org/papers/a-proportional-hazards-model-for-the-subdistribution-of-a-competing-risk-2/)

## Topic primary papers

Showing 15 of 48.

- [Propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group](https://scholariq.org/papers/propensity-score-methods-for-bias-reduction-in-the-comparison-of-a-treatment-to/)
- [Introduction to the Analysis of Survival Data in the Presence of Competing Risks](https://scholariq.org/papers/introduction-to-the-analysis-of-survival-data-in-the-presence-of-competing-risks/)
- [Variable Selection for Propensity Score Models](https://scholariq.org/papers/variable-selection-for-propensity-score-models/)
- [Overadjustment Bias and Unnecessary Adjustment in Epidemiologic Studies](https://scholariq.org/papers/overadjustment-bias-and-unnecessary-adjustment-in-epidemiologic-studies/)
- [Reducing bias through directed acyclic graphs](https://scholariq.org/papers/reducing-bias-through-directed-acyclic-graphs/)
- [Specifying a target trial prevents immortal time bias and other self-inflicted injuries in observational analyses](https://scholariq.org/papers/specifying-a-target-trial-prevents-immortal-time-bias-and-other-self-inflicted/)
- [Selection of Controls in Case-Control Studies](https://scholariq.org/papers/selection-of-controls-in-case-control-studies/)
- [An introduction to inverse probability of treatment weighting in observational research](https://scholariq.org/papers/an-introduction-to-inverse-probability-of-treatment-weighting-in-observational/)
- [Illustrating bias due to conditioning on a collider](https://scholariq.org/papers/illustrating-bias-due-to-conditioning-on-a-collider/)
- [Mediation analysis in epidemiology: methods, interpretation and bias](https://scholariq.org/papers/mediation-analysis-in-epidemiology-methods-interpretation-and-bias/)
- [Control of Confounding and Reporting of Results in Causal Inference Studies. Guidance for Authors from Editors of Respiratory, Sleep, and Critical Care Journals](https://scholariq.org/papers/control-of-confounding-and-reporting-of-results-in-causal-inference-studies/)
- [Sibling Comparison Designs](https://scholariq.org/papers/sibling-comparison-designs/)
- [The Evolving Concept of the Healthy Worker Survivor Effect](https://scholariq.org/papers/the-evolving-concept-of-the-healthy-worker-survivor-effect/)
- [Using Inverse Probability-Weighted Estimators in Comparative Effectiveness Analyses With Observational Databases](https://scholariq.org/papers/using-inverse-probability-weighted-estimators-in-comparative-effectiveness/)
- [Instrumental Variables](https://scholariq.org/papers/instrumental-variables/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.