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Week 4: Standardization
Determining $k_A$
Harvey Chs 3, 4
--- # Standardization > **Standardization:** The process of determining the relationship between the amount of signal generated by a sample and the amount of analyte in the sample (determining $k\_A$) $$ S\_A = k\_A C\_A $$ -- > **Calibration:** The process of *adjusting* the signal to match a known value (changing $k\_A$). ??? --- # Single vs. Multi-point Standardization
.image-credit[David Harvey / [Analytical Chemistry 2.1](https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Book%3A_Analytical_Chemistry_2.1_%28Harvey%29) / [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/3.0/at/deed.en)] --- # Multi-point Standardization
.image-credit[David Harvey / [Analytical Chemistry 2.1](https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Book%3A_Analytical_Chemistry_2.1_%28Harvey%29) / [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/3.0/at/deed.en)] --- # Linear Regression
.image-credit[David Harvey / [Analytical Chemistry 2.1](https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Book%3A_Analytical_Chemistry_2.1_%28Harvey%29) / [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/3.0/at/deed.en)] --- # Linear Regression
.image-credit[David Harvey / [Analytical Chemistry 2.1](https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Book%3A_Analytical_Chemistry_2.1_%28Harvey%29) / [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/3.0/at/deed.en)] --- # Practice Determine $k\_A$ and $b_0$ for the following standards. Calculate the concentration of Hg and 95% CI in a sample yielding three replicate signals of $x = [0.173, 0.166, 0.189]$. | Concentration (μg / ml) | Sₐ | |:-----------------------:|:-----:| | 0.50 | 0.026 | | 1.00 | 0.054 | | 2.50 | 0.153 | | 3.00 | 0.181 | | 3.50 | 0.210 | $$ s\_{C\_A} = \frac {s\_r} {k\_a} \sqrt{\frac {1} {m} + \frac {1} {n} + \frac {\left( \overline{S}\_{samp} - \overline{S}\_{std} \right)^2} {(k\_a)^2 \sum\_{i = 1}^{n} \left( C\_{std\_i} - \overline{C}\_{std} \right)^2}} $$ ??? kₐ = 0.06225 b₀ = -0.005933 R² = 0.99920
--- # Standard Addition In **standard addition** a standard is added to each sample to compensate for **matrix effects**.
.image-credit[David Harvey / [Analytical Chemistry 2.1](https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Book%3A_Analytical_Chemistry_2.1_%28Harvey%29) / [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/3.0/at/deed.en)] --- # Standard Addition: Single
.image-credit[David Harvey / [Analytical Chemistry 2.1](https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Book%3A_Analytical_Chemistry_2.1_%28Harvey%29) / [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/3.0/at/deed.en)] --- # Standard Addition: Multiple
.image-credit[David Harvey / [Analytical Chemistry 2.1](https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Book%3A_Analytical_Chemistry_2.1_%28Harvey%29) / [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/3.0/at/deed.en)] --- # Standard Addition: Multiple
.image-credit[David Harvey / [Analytical Chemistry 2.1](https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Book%3A_Analytical_Chemistry_2.1_%28Harvey%29) / [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/3.0/at/deed.en)] --- # Standard Addition: CI The CI for concentration determined by standard addition is similar to external standards: $$ s\_{C\_a} = \frac{s\_r}{k\_A} \sqrt{ \frac{1}{n} + \frac{(\overline{S}\_{STD})^2}{(k\_A)^2 \sum\_{i = 1}^n \left( C\_{STD, i} - \overline{C}\_{STD} \right)^2} } $$ --- # Internal Standards What if, for example, some solvent evaporates from one standard but not the others? Or from the sample? > **Internal Standard:** A compound that is similar to -- but NOT identical to -- the analyte that is added in the same concentration to each sample and standard and used to compensate for changes in concentration during sample introduction, etc. $$ S\_A = k\_A C\_A $$ $$ S\_{IS} = k\_{IS} C\_{IS} $$ $$\frac{ S\_A }{ S\_{IS} } = \frac{ k\_A C\_A }{ k\_{IS} C\_{IS} } = K \times \frac{ C\_A }{ C_{IS} }$$ --- # Internal Standards 1. Add same concentration to each sample. 2. Plot $\frac{ S\_A }{ S\_{IS} }$ vs $C\_A$ 3. Slope = $\frac{K}{C_{IS}}$ --- # Internal Standard Example A spectrophotometric method for the quantitative analysis of Pb$^{2+}$ in blood gives a linear internal standards calibration curve for which $$\frac{ S\_A }{ S\_{IS} } = (2.11 \text{ppb}^{-1}) \times C\_A - 0.006$$ What is the concentration of Pb$^{2+}$ in a sample of blood if the analyte yields a signal of 3.36 and the internal standard gives a signal of 1.20? .image-credit[David Harvey / [Analytical Chemistry 2.1](https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Book%3A_Analytical_Chemistry_2.1_%28Harvey%29) / [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/3.0/at/deed.en)] --- # Quality Control Samples A **QC** or **Calibration Verification** standard is a sample made at a known concentration used to check the *accuracy* of the standard curve. - Make near concentration of medium standard - Use a different lot number, manufacturer, and/or stock solution - Measured concentration should be ±10% of expected value (EPA Protocols) - If not: check standard calculations, sources of gross error, and (last) contamination or manufacturing defects that occured with that specific lot. --- # Example Run List
.image-credit[David Harvey / [Analytical Chemistry 2.1](https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Book%3A_Analytical_Chemistry_2.1_%28Harvey%29) / [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/3.0/at/deed.en)] --- # Example Run List
--- # Limit of Detection
.image-credit[David Harvey / [Analytical Chemistry 2.1](https://chem.libretexts.org/Bookshelves/Analytical_Chemistry/Book%3A_Analytical_Chemistry_2.1_%28Harvey%29) / [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/3.0/at/deed.en)] ??? # Limits of Detection - Lower Limit of Detection $$ LOD = S\_{mb} + 3s\_{mb} $$ or $$ LOD = \frac{3s\_{mb}}{k\_A} $$ - Lower Limit of Quantitation $$ LOD = S\_{mb} + 10s\_{mb} $$ or $$ LOD = \frac{10s\_{mb}}{k\_A} $$ --- # Upper Limit of Detection The following data were gathered for sodium standards. A blank run in triplicate returns $x = [-0.011, 0.005, 0.017] | Concentration (μg / ml) | Sₐ | |:-----------------------:|:-----:| | 0.50 | 0.026 | | 1.00 | 0.045 | | 2.50 | 0.090 | | 5.00 | 0.185 | | 7.50 | 0.274 | | 10.0 | 0.363 | | 12.5 | 0.415 | | 15.0 | 0.458 | | 17.5 | 0.475 | What is the LLOQ, ULOQ, and LDR? ??? Estimate LLOQ from $b_0$