diff --git a/include/gwmodelpp/GWRScalable.h b/include/gwmodelpp/GWRScalable.h
index 8a97de7..0e56a1a 100644
--- a/include/gwmodelpp/GWRScalable.h
+++ b/include/gwmodelpp/GWRScalable.h
@@ -146,6 +146,20 @@ class GWRScalable : public GWRBase
      */
     void setHasHatMatrix(const bool has) { mHasHatMatrix = has; }
 
+    /**
+     * @brief \~english Get standard errors of coefficient estimates. \~chinese 获取回归系数估计值的标准差。
+     * 
+     * @return arma::mat \~english Standard errors of coefficient estimates. \~chinese 回归系数估计值的标准差。
+     */
+    const arma::mat& betasSE() const { return mBetasSE; }
+
+    /**
+     * @brief \~english Get a vector of \f$tr(S)\f$ and \f$tr(SS^T)\f$. \~chinese 获取一个由 \f$tr(S)\f$ 和 \f$tr(SS^T)\f$ 组成的向量。
+     * 
+     * @return arma::vec \~english A vector of \f$tr(S)\f$ and \f$tr(SS^T)\f$. \~chinese 由 \f$tr(S)\f$ 和 \f$tr(SS^T)\f$ 组成的向量。
+     */
+    const arma::vec& sHat() const { return mShat; }
+
     /**
      * @brief \~english Get the type of calculator for parameter optimization criterion. \~chinese 获取计算优化参数指标值的类型。
      * 
diff --git a/test/testGWRScalable.cpp b/test/testGWRScalable.cpp
index c89c854..5b6cf52 100644
--- a/test/testGWRScalable.cpp
+++ b/test/testGWRScalable.cpp
@@ -122,6 +122,22 @@ TEST_CASE("ScableGWR:  autoselection with CV")
 
     REQUIRE(algorithm.hasIntercept() == true);
     
+    // Test sHat() and betasSE() getters
+    vec shat = algorithm.sHat();
+    mat betasSE = algorithm.betasSE();
+    double cv = algorithm.cv();
+    
+    std::cout << "\n=== ScalableGWR Intermediate Results ===" << std::endl;
+    std::cout << "CV (Cross-Validation) value: " << cv << std::endl;
+    std::cout << "sHat values: tr(S)=" << shat(0) << ", tr(S'S)=" << shat(1) << std::endl;
+    std::cout << "betasSE shape: " << betasSE.n_rows << " x " << betasSE.n_cols << std::endl;
+    std::cout << "betasSE first row: " << betasSE.row(0) << std::endl;
+    std::cout << "betasSE values (全部):\n" << betasSE << std::endl;
+    
+    REQUIRE(shat.n_rows == 2);
+    REQUIRE(betasSE.n_rows > 0);
+    REQUIRE(betasSE.n_cols > 0);
+    
 }
 
 TEST_CASE("Scalable GWR: cancel")