diff --git a/README.md b/README.md
index acd2ad03..83fbd8a8 100644
--- a/README.md
+++ b/README.md
@@ -7,8 +7,8 @@
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diff --git a/docs/src/release_notes.md b/docs/src/release_notes.md
index 356fc147..bc71e7d1 100644
--- a/docs/src/release_notes.md
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@@ -12,6 +12,7 @@ learning and doubly robust estimation [39](https://github.com/dscolby/CausalELM.
* Standardized and improved docstrings and added doctests [#44](https://github.com/dscolby/CausalELM.jl/issues/44)
* Counterfactual consistency now simulates outcomes that violate the counterfactual consistency assumption rather than
binning of treatments and works with discrete or continuous treatments [#33](https://github.com/dscolby/CausalELM.jl/issues/33)
+* Refactored estimator and metalearner structs, constructors, and estimate_causal_effect! methods [#45](https://github.com/dscolby/CausalELM.jl/issues/45)
### Fixed
* Clipped probabilities between 0 and 1 for estimators that use predictions of binary variables [#36](https://github.com/dscolby/CausalELM.jl/issues/36)
* Fixed sample splitting and cross fitting procedure for doubly robust estimation [#42](https://github.com/dscolby/CausalELM.jl/issues/42)