Thermodynamics and Phase Diagrams of Materials
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract The sections in this article are Introduction Notation Gibbs Energy and Equilibrium Gibbs Energy Chemical Equilibrium Predominance Diagrams Calculation of Predominance Diagrams Ellingham Diagrams as Predominance Diagrams Discussion of Predominance Diagrams Thermodynamics of Solutions Gibbs Energy of Mixing Chemical Potential Tangent Construction Gibbs–Duhem Equation Relative Partial Properties Activity Ideal Raoultian Solutions Excess Properties Activity Coefficient Multicomponent Solutions Binary Phase Diagrams Systems with Complete Solid and Liquid Miscibility Thermodynamic Origin of Phase Diagrams Pressure–Composition Phase Diagrams Minima and Maxima in Two‐Phase Regions Miscibility Gaps Simple Eutectic Systems Regular Solution Theory Thermodynamic Origin of Simple Phase Diagrams Illustrated by Regular Solution Theory Immiscibility–Monotectics Intermediate Phases Limited Mutual Solubility–Ideal Henrian Solutions Geometry of Binary Phase Diagrams Application of Thermodynamics to Phase Diagram Analysis Thermodynamic/Phase Diagram Optimization Polynomial Representation of Excess Properties Least‐Squares Optimization Calculation of Metastable Phase Boundaries Ternary and Multicomponent Phase Diagrams The Ternary Composition Triangle Ternary Space Model Polythermal Projections of Liquidus Surfaces Ternary Isothermal Sections Topology of Ternary Isothermal Sections Ternary Isopleths (Constant Composition Sections) Quasi‐Binary Phase Diagrams Multicomponent Phase Diagrams Nomenclature for Invariant Reactions Reciprocal Ternary Phase Diagrams Phase Diagrams with Potentials as Axes General Phase Diagram Geometry General Geometrical Rules for All True Phase Diagram Sections Zero Phase Fraction Lines Choice of Axes and Constants of True Phase Diagrams Tie‐lines Corresponding Phase Diagrams Theoretical Considerations Other Sets of Conjugate Pairs Solution Models Sublattice Models All Sublattices Except One Occupied by Only One Species Ionic Solutions Interstitial Solutions Ceramic Solutions The Compound Energy Formalism Non‐Stoichiometric Compounds Polymer Solutions Calculation of Limiting Slopes of Phase Boundaries Short‐Range Ordering Long‐Range Ordering Calculation of Ternary Phase Diagrams From Binary Data Minimization of Gibbs Energy Phase Diagram Calculation Bibliography Phase Diagram Compilations Thermodynamic Compilations General Reading
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it