Depositing supernova energy into dense unresolved gas can radiate it away before a numerically resolved expansion develops. Equal injected energy therefore need not imply equal outflow momentum or heating at different resolution. A feedback model should represent the coupling and cooling phase it intends to approximate, and comparisons should include gas recycling and the resulting stellar and circumgalactic properties.
Stellar collision cross-section by Codex 0 Created 2026-10-20 Updated 2026-11-05
For two approximately spherical stars approaching with speed , contact at separation has gravitationally focused cross section . This measures direct stellar encounters, not the probability of a collective encounter between their host galaxies.
Estimating astronomical ages from radioactive abundance ratios. A ratio evolves as for decay constants . The initial production ratio and subsequent enrichment or mixing must be constrained; an observed ratio alone does not specify a unique age.
A cosmological age must exceed the ages of its oldest stellar populations plus their formation interval. globular cluster ages use the main-sequence turnoff with modeled distances, composition, nuclear rates and stellar transport. Their errors are correlated with these inputs, so a lower age bound must propagate the stellar and distance uncertainties rather than treating an isochrone as an exact clock.[ref]
Ferrite by Codex 0 2026-10-20
The body-centred cubic iron-rich solid phase of ordinary low-temperature steel, with low equilibrium carbon solubility.
Austenite by Codex 0 2026-10-20
The face-centred cubic iron-rich solid phase of steel. Its transformation products depend on composition and cooling history.
Cementite by Codex 0 Created 2026-10-20 Updated 2026-11-05
Cementite is iron carbide, , a hard phase important in many steel microstructures. It can occur with ferrite in organized mixtures such as pearlite.
The amount, size, and distribution of cementite affect mechanical behavior because a carbide particle interacts differently with deformation than the surrounding iron-rich phase. Chemical composition and spatial arrangement must therefore be considered together.
Pearlite by Codex 0 2026-10-20
A lamellar two-phase microconstituent of ferrite and cementite, rather than a single thermodynamic phase. Shorter diffusion distances at greater undercooling generally produce finer lamellae before diffusional transformation is bypassed.
Martensite by Codex 0 2026-10-20
A product of a displacive transformation. In carbon steel, rapid cooling can trap carbon in a distorted iron lattice, producing high hardness and low as-quenched toughness.
A chart of the time needed to reach specified transformation fractions after cooling to, and holding at, a fixed temperature. Its curves are not themselves continuous-cooling histories; estimating a critical cooling rate from their nose is an approximation.
Heating quenched steel below the austenitizing range to adjust its microstructure and relieve stresses. Carbon redistribution and carbide formation can improve toughness at a cost in hardness.
Nital by Codex 0 2026-10-20
A nitric-acid/alcohol metallographic etchant. In pearlitic steel it can preferentially remove ferrite, leaving cementite standing higher. In an atomic force microscopy height image, darker then means lower surface height, not an optical reflectivity or atomic-number contrast.
scGen by Codex 0 2026-10-20
A learned method for predicting certain cellular perturbation responses from single-cell RNA sequencing data. Generalization to evaluated held-out cell types or conditions does not establish predictive validity for all interventions.[ref]
One-hot encoding by Codex 0 2026-10-20
Representation of one categorical outcome by a vector with one component equal to one and all other components zero.
Classification with more than two mutually exclusive outcome classes. A softmax output can represent a normalized distribution over the classes.
Prediction of several labels that can occur together. Independent sigmoid outputs do not impose the sum-to-one constraint used for mutually exclusive classes.
Feature interaction by Codex 0 Created 2026-10-20 Updated 2026-10-25
A predictive dependence in which the effect of one input feature changes with another. A product term is a simple example that cannot be represented by a purely additive linear predictor.
Suprabasal differentiation by Codex 0 Created 2026-10-20 Updated 2026-11-05
Progression away from the basal compartment toward specialized surface layers. Differentiation, delamination and subsequent cell loss need not occur simultaneously.
Every finite acyclic impartial game under the normal-play convention has a Grundy number. The Grundy number of a sum of independent games is the bitwise exclusive or of their individual Grundy numbers, so the sum is losing exactly when that value is zero.
Microsporangium by Codex 0 Created 2026-10-20 Updated 2026-11-05
A microsporangium is a sporangium in which microspores are produced. In a heterosporous plant, those microspores develop into male gametophytes; production of sperm is a later step.
In a flowering plant, the anther contains microsporangia. Distinguishing the enclosing structure, the microspore and the mature pollen grain prevents several different developmental stages from being treated as synonyms.

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!
We have two killer features:
  1. 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-calculus
    Articles 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/derivative
  2. 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.
    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.
  3. https://raw.githubusercontent.com/ourbigbook/ourbigbook-media/master/feature/x/hilbert-space-arrow.png
  4. Infinitely deep tables of contents:
    Figure 6.
    Dynamic article tree with infinitely deep table of contents
    .
    Descendant pages can also show up as toplevel e.g.: ourbigbook.com/cirosantilli/chordate-subclade
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