If you have been reading about accuracy and want a single page that covers the useful parts, this is it: definitions, context, how it is studied, and the questions that come up repeatedly.
Updated 2026-03-21. Numbers and descriptions here follow the published literature rather than marketing material.
Validation establishes that a method is suitable for its intended purpose. Typical parameters include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantification, robustness, and stability of standards and samples. Acceptance criteria are defined in advance, and results are documented in a validation report. Regulatory guidance for pharmaceuticals, foods, and environmental testing differs, so the applicable framework must be identified. Ongoing verification uses control samples and trend charts after validation. Method transfer to another laboratory may require partial revalidation.
Routine quality control includes blanks, duplicates, spiked samples, and certified reference materials. Calibration curves are prepared with standards at several concentrations, and the detector response is checked for linearity. Carryover, column aging, mobile phase evaporation, and temperature drift can shift retention times or peak areas. Maintenance such as replacing seals, filters, and columns helps prevent failures. Records of injections, integration, and deviations support traceability. Audits may request raw data and instrument logs for each batch.
Method validation establishes that an HPLC procedure is suitable for its intended use. Key parameters include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantitation, and robustness. Accuracy measures agreement with a true or accepted value, while precision describes repeatability and intermediate precision. Specificity confirms that the method measures the analyte without interference from impurities, degradants, or excipients. Validation is documented in a protocol and report, and acceptance criteria are set before experiments begin. Regulatory guidance varies by region, but the general principles are widely harmonized.
System suitability testing is performed before and during analytical runs to confirm that the instrument and method are working as expected. Common checks include retention time, peak area, resolution between critical pairs, tailing factor, and theoretical plate count. Results are compared with predefined limits, and a failed check requires investigation before sample results are reported. Quality control samples at low, middle, and high concentrations are injected at intervals to monitor accuracy and precision. Blank injections detect carryover and contamination, while control charts track performance over time.
| Property | Value | Notes |
|---|---|---|
| Accuracy | Closeness to true value | Often assessed by recovery of spiked samples |
| Precision | Agreement among repeated measurements | Often reported as relative standard deviation |
| Specificity | Ability to measure analyte without interference | Must separate analyte from impurities and matrix |
| Linearity | Proportional detector response | Evaluated across a defined concentration range |
| Robustness | Resistance to small method changes | Tests flow rate, pH, temperature, and mobile phase composition |
High-performance liquid chromatography, or HPLC, separates dissolved compounds by passing a liquid mobile phase through a packed column. Components distribute differently between the stationary phase and the moving liquid, so they travel at different speeds and exit at different times. A detector records these eluting bands as peaks, and peak area or height relates to amount. The technique supports testing in pharmaceuticals, foods, environmental samples, and industrial chemicals. Quantification usually depends on calibration with known standards.
Several separation modes exist, including reversed-phase, normal-phase, ion-exchange, size-exclusion, and hydrophilic interaction liquid chromatography. Reversed-phase uses a nonpolar stationary phase with a polar mobile phase and is widely applied to small organic molecules. Gradient elution changes mobile phase composition during the run, while isocratic elution keeps it constant. Column chemistry, particle size, temperature, flow rate, and mobile phase pH all influence retention and resolution. Method development selects conditions that separate analytes from matrix components and from each other.
Detection commonly uses ultraviolet-visible absorbance, fluorescence, refractive index, or mass spectrometry. Ultraviolet detection depends on molecular chromophores that absorb light at specific wavelengths. Mass spectrometry provides mass information and sensitive quantification, often after electrospray ionization. Before sample batches, performance checks examine resolution, elution time repeatability, peak symmetry, and plate count. Matrix effects and co-elution remain recognized uncertainties; formal validation studies and orthogonal detection help address them. Detector choice depends on analyte properties and required sensitivity.
HPLC testing separates dissolved compounds by passing a liquid sample through a column packed with stationary phase. A pump delivers mobile phase at controlled flow, and the sample components interact differently with stationary and mobile phases. Compounds that spend more time in mobile phase elute earlier; those retained by stationary phase elute later. Detectors record elution as peaks, and peak area or height relates to amount. This mechanism underpins quantitative analysis of mixtures.
Most routine HPLC testing uses reversed-phase columns, where the stationary phase is nonpolar and the mobile phase is a polar mixture such as water with an organic solvent. Analytes partition between the two phases according to polarity, size, and charge. Gradients that change solvent composition over time can separate compounds with broad retention ranges. Isocratic conditions keep solvent composition constant and suit simpler mixtures. The choice of column chemistry, pH, and temperature affects selectivity and peak shape.
Routine quality control uses system suitability, blank injections, check standards, and control samples to detect drift or contamination. System suitability criteria may specify minimum resolution, maximum tailing factor, and a permitted range for repeated injections. Blank injections reveal carryover or solvent contamination, while check standards confirm calibration accuracy over a batch. Control samples with known analyte levels can show whether results remain within statistical limits. When a control result falls outside limits, the analyst investigates the cause and may invalidate affected results before repeating the batch.
Documentation and traceability are central to regulated HPLC testing. Records typically include instrument logs, column history, mobile-phase preparation, sample preparation, injection sequences, raw chromatograms, and audit trails. Electronic systems may require user access controls, time-stamped changes, and backup procedures. Training records show that analysts are qualified for assigned methods. Audits and inspections check whether written procedures match actual practice and whether deviations are documented. These controls support reproducibility and allow results to be reconstructed if questions arise later.
The term "Fearsome Foursome" as applied in professional football in the United States has been used as a nickname for the defensive lines of the New York Giants and Baltimore Colts of the late 1950s in the National Football League (NFL), the San Diego Chargers of the early 1960s in the American Football League (AFL), the Detroit Lions of the early to mid-1960s, and various Los Angeles Rams' defensive lines of the 1960s and 1970s in the NFL. The term has also been used more generically to describe a top team's high performing defensive line. In a 1972 Boston Globe article, a chart of "Famous 'Fearsome Foursomes'" was included that compared the Chargers and Rams who had the Fearsome Foursome nickname, but also included, the 1968 era Green Bay Packers' line, and the defensive lines of the Dallas Cowboys (the "Doomsday Defense"), Minnesota Vikings ("Purple People Eaters"), Kansas City Chiefs and San Francisco 49ers of the 1970s. Sportswriter John Crittenden said in 1975 there had been a dozen defensive lines known as fearsome foursomes.
=== Metalloprotein–ligand interactions === The primary sequences of thousands of olfactory receptors are known from the genomes of more than a dozen organisms: they are seven-helix transmembrane proteins, but there are very few solved structures. Their sequences exhibit typical class A GPCR motifs, useful for building their structures with molecular modeling. Golebiowski, Ma and Matsunami showed that the mechanism of ligand recognition, although similar to other non-olfactory class A GPCRs, involves residues specific to olfactory receptors, notably in the sixth helix. There is a highly conserved sequence in roughly three quarters of all ORs that is a tripodal metal ion binding site, and Suslick has proposed that the ORs are in fact metalloproteins (mostly likely with zinc, copper and possibly manganese ions) that serve as a Lewis acid site for binding of many odorant molecules. Crabtree, in 1978, had previously suggested that Cu(I) is "the most likely candidate for a metallo-receptor site in olfaction" for strong-smelling volatiles which are also good metal-coordinating ligands, such as thiols. Zhuang, Matsunami and Block, in 2012, confirmed the Crabtree/Suslick proposal for the specific case of a mouse OR, MOR244-3, showing that copper is essential for detection of certain thiols and other sulfur-containing compounds. Thus, by using a chemical that binds to copper in the mouse nose, so that copper was not available to the receptors, the authors showed that the mice could not detect the thiols.
== Adorno translated into English == While even German readers can find Adorno's work difficult to understand, an additional problem for English readers is that his German idiom is particularly difficult to translate into English. A similar difficulty of translation is true of Hegel, Heidegger, and a number of other German philosophers and poets. As a result, some early translators tended toward over-literalness. Recently, Edmund Jephcott and Stanford University Press have published new translations of some of Adorno's lectures and books, including Introduction to Sociology, Problems of Moral Philosophy, his transcribed lectures on Kant's Critique of Pure Reason and Aristotle's "Metaphysics," and a new translation of the Dialectic of Enlightenment. Professor Henry Pickford, of the University of Colorado at Boulder, has translated many of Adorno's works, such as "The Meaning of Working Through the Past." A new translation has also appeared of Aesthetic Theory and the Philosophy of New Music by Robert Hullot-Kentor from the University of Minnesota Press. Hullot-Kentor is also currently working on a new translation of Negative Dialectics. Adorno's correspondence with Alban Berg, Towards a Theory of Musical Reproduction, and the letters to Adorno's parents have been translated by Wieland Hoban and published by Polity Press. These fresh translations are slightly less literal in their rendering of German sentences and words and are more accessible to English readers.
Sources: en.wikipedia.org
2002 Winter Olympic bid scandal – a number of IOC members were forced to resign after it was uncovered that they had accepted inappropriately valuable "gifts" in return for voting for Salt Lake City to hold the Games. 2002 Winter Olympics figure skating scandal – dual gold medals were awarded in pairs figure skating to Canadian pair Jamie Salé and David Pelletier, as well as to Russian pair Elena Berezhnaya and Anton Sikharulidze, after allegations of collusion among judges. Lochtegate – four United States swimmers at the 2016 Summer Olympics including Ryan Lochte were involved in a scandal around an accusation being victims of armed robbery, which ultimately concluded with fines, loss of sponsorships, and statements of apology from the swimmers and various oversight organizations. Russian doping scandal – Russia has the most (51) Olympic medals stripped for doping violations – four times the number of the second country (Belarus). From 2011 to 2015, more than a thousand Russian competitors in various sports, including summer, winter, and Paralympic sports, benefited from a cover-up with no indication that the program has ceased since then.
==== Terceiro Comando Puro ==== Terceiro Comando Puro (Pure Third Command) or TCP is yet another of Rio de Janeiro's most powerful organized crime groups, participating in the drug market and extortion. Originating in 2002, the group began as an off-shoot of the Terceiro Comando (Third Command), which no longer operates and was originally a faction formed off of Comando Vermelho. Although enemies now, Terceiro Comando and Amigos dos Amigos formed an alliance in the late 1990s to overtake territory held by their mutual enemy, CV. Several years later, this alliance crumbled and led to the degradation of the Terceiro Comando, until former leader Nei da Conceição Cruz, alias “Facão, reformed the group in 2002 under the new name Terceiro Comando Puro. Since then, TCP has maintained territorial control of the northern and western zones of Rio de Janeiro, although they may be attempting to expand their territory through an alliance with São Paulo's PCC, especially following the breakdown of the alliance between PCC and CV in 2016. TCP also engages in continual turf wars with ADA and CV, but have recently gained allies in the form of militias, such as the Liga da Justiça faction. TCP has also been historically allied with a series of other criminal organizations in the northeast, such as the Guardiões do Estado and the Bonde do Maluco, which has expanded the group's reach beyond Rio, into Espirito Santo, the Northeast and even Pará. The gang has persecuted adherents of Afro-Brazilian religions and Catholics in its dominated territories.
The first scientists to determine relative atomic masses were John Dalton and Thomas Thomson between 1803 and 1805 and Jöns Jakob Berzelius between 1808 and 1826. Relative atomic mass (Atomic weight) was originally defined relative to that of the lightest element, hydrogen, which was taken as 1.00, and in the 1820s, Prout's hypothesis stated that atomic masses of all elements would prove to be exact multiples of that of hydrogen. Berzelius, however, soon proved that this was not even approximately true, and for some elements, such as chlorine, relative atomic mass, at about 35.5, falls almost exactly halfway between two integral multiples of that of hydrogen. Still later, this was shown to be largely due to a mix of isotopes, and that the atomic masses of pure isotopes, or nuclides, are multiples of the hydrogen mass, to within about 1%. In the 1860s, Stanislao Cannizzaro refined relative atomic masses by applying Avogadro's law (notably at the Karlsruhe Congress of 1860). He formulated a law to determine relative atomic masses of elements: the different quantities of the same element contained in different molecules are all whole multiples of the atomic weight and determined relative atomic masses and molecular masses by comparing the vapor density of a collection of gases with molecules containing one or more of the chemical element in question. In the 20th century, until the 1960s, chemists and physicists used two different atomic-mass scales.
Sources: en.wikipedia.org
System suitability is a set of checks performed before and during a run to confirm that the instrument, column, and method work as expected. Common checks include resolution, tailing factor, theoretical plates, and relative standard deviation of replicate injections. Failure triggers troubleshooting or method adjustment.
Validation demonstrates that a method produces reliable results for a defined purpose. It documents performance limits and acceptance criteria. Regulated industries require validation before routine testing of products or samples.
Retention time shifts can arise from changes in mobile phase composition, pH, temperature, column age, or flow rate. Contamination or worn seals may also alter pressure and delivery. Systematic checks of these factors help identify the cause.
System suitability is a set of checks that confirm the instrument and method perform within limits before sample analysis. It typically includes resolution, tailing factor, retention time, and peak area reproducibility. If a check fails, the run is invalidated until the cause is resolved.