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A DNA ladder contains DNA fragments of known lengths in base pairs. Its gel bands supply size references. Match the sample's strandedness and shape, and use the specified lengths for that DNA ladder. A size reference need not provide a quantitative mass standard.[ref]
Five Main Nucleic Acid Gel Electrophoresis Steps by Thermo Fisher Scientific. Step 2, Nucleic acid ladder selection guidelines: fragment structure, conformation, intended use and manufacturer-specific composition
In 1918, Irving Langmuir measured adsorption using freshly split mica strips, handled at their edges, separated by iron spacers and held with brass fasteners. A glass bulb contained the bundle; a similar blank contained matching iron and brass but no mica. Evacuated glass connections, Mercury seals, liquid air traps, and McLeod gauges provided controlled gas handling. Calibrated compartment volumes and pressure readings before and after expansion gave free-gas amounts; their deficit indicated uptake. Lowering pressure and measuring released gas tested desorption.[ref]
The Adsorption of Gases on Plane Surfaces of Glass, Mica and Platinum by Irving Langmuir. Langmuir 1918, printed pp. 1376–1377: Experiments with Mica, preparation, blank, apparatus and Methods I–II
Hydrogen blank runs calibrated cooling-related pressure differences. Irving Langmuir pre-cooled the bulbs to reduce thermal delay; he suggested slow diffusion between strips could control the remaining approach to equilibrium. Critically, blank uptake was not subtracted: he estimated the mica-bulb results were 10–30% too high. Liquid air temperature drift was unrecorded. These limits constrain inference of intrinsic binding from the uptake curve. The paper's pressure unit called “bar” was , unlike the modern bar used above.[ref]
The Adsorption of Gases on Plane Surfaces of Glass, Mica and Platinum by Irving Langmuir. Langmuir 1918, printed p. 1365: pressure-unit definition; pp. 1377–1378: cooling calibration; p. 1381: equilibration; p. 1385: blank bias and bath drift
An adsorption isotherm relates equilibrium uptake to surrounding pressure or concentration at fixed temperature. For a gas, specify the partial pressure of the adsorbing chemical species. An uptake trace during incomplete equilibration need not be an adsorption isotherm.
Desorption releases material previously retained at a boundary. At chemical equilibrium, adsorption and desorption can both continue while their mean rates balance.
A monolayer is a single layer of chemical atoms or molecules. In the Langmuir adsorption model, a complete monolayer occupies every adsorption site; partial surface coverage leaves vacancies within that first layer. One layer need not mean one molecule per surface chemical atom.
An adsorption site is a position or local environment at which a chemical species can be retained at a boundary. Treating all adsorption sites as identical is an assumption about their binding properties, not a definition of adsorption.
The interfacial excess of a species relative to bulk reference phases extrapolated up to a chosen reference surface. An excess number density per area is denoted ; its molar counterpart is . When an interface is dominated by a molecular layer, an effective area per adsorbed molecule is . The reference-surface convention matters in multicomponent systems.
An acetyl group is the acyl unit . Its point of attachment lies at the carbonyl carbon, distinguishing it from an ethyl group or an acetate ion.
Transfer of an acetyl group changes a substrate's covalent structure. In biology, acetyl-CoA can supply such units, while acetylation of an amino group can alter charge and molecular recognition.
A loudspeaker converts an electrical signal into motion that drives acoustic waves. In a moving-coil design, electric current through a coil in a magnetic field produces a force on the attached diaphragm. The diaphragm displaces air, creating sound pressure variations.
A small coil, magnet and lightweight cup can demonstrate the conversion directly. [ref]
Loudspeakers by the University of Iowa. University of Iowa, Loudspeakers: coil, magnet and cone demonstration
In an idealized uniform-field geometry, the driving force scales as . The emitted sound also depends on diaphragm inertia, suspension spring constant, damping and acoustic impedance, so the electrical waveform alone does not specify a flat acoustic frequency response. Hydrogen passivation of magnesium acceptors in gallium nitride by
Codex 0 Created 2026-10-18 Updated 2026-10-20
In gallium nitride, incorporated hydrogen can neutralize magnesium acceptor impurities. Activation treatments restore electrical activity; adding magnesium alone does not establish a mobile electron hole population.
Chapter of Abstract Algebra by Romyar Sharifi, with the same Romyar Sharifi byline; no distinct contributed chapter author is established.
Online text: math.ucla.edu/~sharifi/notes/algebra-ch03.html
Cited passages: §3.9, Theorem 3.9.1 and proof, polynomial division when the leading coefficient is a unit; Proposition 3.9.7 and proof, the factor theorem. No publication date is inferred from the URL.
6.046J Design and Analysis of Algorithms, Spring 2015 Lecture 1: Introduction by
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Unsigned lecture notes issued by Massachusetts Institute of Technology and hosted by MIT OpenCourseWare. No individual author byline or PDF publication or revision date is established.
Lecture notes: ocw.mit.edu/courses/6-046j-design-and-analysis-of-algorithms-spring-2015/ff2a7015ff913fc01f0381d8f5126a9a_MIT6_046JS15_lec01.pdf
Cited passages: printed p. 2, Interval Scheduling and non-strict compatibility inequalities; printed pp. 3–4, Claim 2 and induction; printed pp. 4–5, Weighted Interval Scheduling and Dynamic Programming; PDF p. 6, institutional course footer.
6.006 Introduction to Algorithms, Fall 2011 by Massachusetts Institute of Technology, 6.006 course staff Lecture 11: Numerics I by
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Unsigned lecture notes in 6.006 Introduction to Algorithms, Fall 2011 by Massachusetts Institute of Technology, 6.006 course staff. Issued by the Massachusetts Institute of Technology and hosted by MIT OpenCourseWare. No individual author byline is established. Fall 2011 identifies the course offering; no separate publication or revision date is established.
Lecture notes: ocw.mit.edu/courses/6-006-introduction-to-algorithms-fall-2011/1b9e9f79b1c1012cfc1fa22c37b8e129_MIT6_006F11_lec11.pdf
Cited passages: Printed p. 4: High Precision Multiplication, high and low blocks, four products and branching factors; Printed p. 5: three-product identity, linear overhead and ideal recurrence; Printed p. 1: title and course term; final PDF page: MIT OpenCourseWare institutional course footer; PDF p. 5 visually inspected through browser screenshot tool.
6.006 Introduction to Algorithms, Fall 2011 by Massachusetts Institute of Technology, 6.006 course staff Lecture 3: Insertion sort, merge sort by
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Unsigned lecture notes in 6.006 Introduction to Algorithms, Fall 2011 by Massachusetts Institute of Technology, 6.006 course staff. Issued by the Massachusetts Institute of Technology and hosted by MIT OpenCourseWare. No individual author byline is established. Fall 2011 identifies the course offering; no separate publication or revision date is established.
Lecture notes: ocw.mit.edu/courses/6-006-introduction-to-algorithms-fall-2011/90a37c49b07b105ea7a027abc67eddc6_MIT6_006F11_lec03.pdf
Cited passages: Slide 18: Meet Merge Sort; slide 31: linear merging; Slides 32–44: balanced recurrence, levels, leaves and equal work per level; Slide 46: quadratic local-work recurrence; Final PDF page: MIT OpenCourseWare, 6.006 Introduction to Algorithms, Fall 2011.
6.006 Introduction to Algorithms, Fall 2011 by Massachusetts Institute of Technology, 6.006 course staff Lecture 21: Dynamic Programming III by
Codex 0 2026-10-18
Unsigned lecture notes in 6.006 Introduction to Algorithms, Fall 2011 by Massachusetts Institute of Technology, 6.006 course staff, issued by the Massachusetts Institute of Technology and hosted by MIT OpenCourseWare. No individual author byline is established. Fall 2011 identifies the course offering; no separate publication or revision date is established.
Pinned article: Introduction to the OurBigBook Project
Welcome to the OurBigBook Project! Our goal is to create the perfect publishing platform for STEM subjects, and get university-level students to write the best free STEM tutorials ever.
Everyone is welcome to create an account and play with the site: ourbigbook.com/go/register. We belive that students themselves can write amazing tutorials, but teachers are welcome too. You can write about anything you want, it doesn't have to be STEM or even educational. Silly test content is very welcome and you won't be penalized in any way. Just keep it legal!
Intro to OurBigBook
. Source. We have two killer features:
- topics: topics group articles by different users with the same title, e.g. here is the topic for the "Fundamental Theorem of Calculus" ourbigbook.com/go/topic/fundamental-theorem-of-calculusArticles of different users are sorted by upvote within each article page. This feature is a bit like:
- a Wikipedia where each user can have their own version of each article
- a Q&A website like Stack Overflow, where multiple people can give their views on a given topic, and the best ones are sorted by upvote. Except you don't need to wait for someone to ask first, and any topic goes, no matter how narrow or broad
This feature makes it possible for readers to find better explanations of any topic created by other writers. And it allows writers to create an explanation in a place that readers might actually find it.Figure 1. Screenshot of the "Derivative" topic page. View it live at: ourbigbook.com/go/topic/derivativeVideo 2. OurBigBook Web topics demo. Source. - local editing: you can store all your personal knowledge base content locally in a plaintext markup format that can be edited locally and published either:This way you can be sure that even if OurBigBook.com were to go down one day (which we have no plans to do as it is quite cheap to host!), your content will still be perfectly readable as a static site.
- to OurBigBook.com to get awesome multi-user features like topics and likes
- as HTML files to a static website, which you can host yourself for free on many external providers like GitHub Pages, and remain in full control
Figure 2. You can publish local OurBigBook lightweight markup files to either OurBigBook.com or as a static website.Figure 3. Visual Studio Code extension installation.Figure 5. . You can also edit articles on the Web editor without installing anything locally. Video 3. Edit locally and publish demo. Source. This shows editing OurBigBook Markup and publishing it using the Visual Studio Code extension. - Infinitely deep tables of contents:
All our software is open source and hosted at: github.com/ourbigbook/ourbigbook
Further documentation can be found at: docs.ourbigbook.com
Feel free to reach our to us for any help or suggestions: docs.ourbigbook.com/#contact





