Bond topology and structure-generating functions: graph-theoretic prediction of chemical composition and structure in polysomatic T–O–T (biopyribole) and H–O–H structures
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Bibliographic record
Abstract
Abstract Aspects of the bond topology and chemical composition of a mineral may be incorporated into a general formula by writing the local topological details of each cation and anion, along with their chemical identity, as a general expression called a structure-generating function. Here, this procedure is described for polysomatic T–O–T and H–O–H structures. We may write tetrahedrally coordinated cations and their associated anions as {T 2n Θ m }. For {T 2n Θ m } to be a chain or ribbon, 5n < m ≤ 6n, and we may write m as 5n + N, where N is an integer. Within the {T 2n Θ (5n+N)} unit, we may recognize three types of anion vertices: (1) bridging anions, Θ br , that are bonded to two T cations; (2) apical anions, Θ ap , that are involved in linkage to other cations out of the plane of the bridging anions; and (3) linking anions, Θ l , that link to non-T cations in the plane of the bridging anions. We may incorporate the connectivity of the cations in our algebraic representation of the chain as follows: {T 2n Θ br a Θ ap b Θ l c } where a + b + c = 5n + N. The apical anions of the T- or H-sheets provide some anions of the layer of octahedra. We may use the handshaking di-lemma of graph theory to examine the interaction between the two types of layers, and write a Structure-Generating Function , S (N;n) , that gives both the stoichiometry and aspects of the bond topology of the structures. Where N = 1, the T-sheet consists of ribbons of the form {T 2n Θ (5n+1) } = {T 2n Θ br (3n–1) Θ ap 2n Θ l 2 }. Each T–Θbr–T linkage spans an octahedron, and hence there are (3n – 1) octahedrally coordinated cations between opposing {T 2n Θ br (3n–1) Θ ap 2n Θ l 2 } ribbons. There are an additional (n–1) vertices, Ψ, required to complete the coordination of the M cations on one side of the O-sheet, and we may write the structure-generating function for biopyriboles as follows: S( 1;n) = Xi[M (3n–1) Ψ 2(n–1) {T 2n Θ br (3n–1) Θ ap 2n Θ l 2 } 2 ] = [M (3n–1) Ψ 2(n–1) {T 2n Θ (5n+1) } 2 ]. Where N = 2, the general form of the T-ribbon is {T 2n Θ (5n+2) }, a component of the H-sheet in the polysomatic H–O–H minerals in which the T-ribbons are linked laterally by [5]- or [6]-coordinated high-valence cations, D, which have the coordination (Dφ 4 1 φ ap φ t ), where f t may or may not be present depending on the coordination number, [6] or [5], of the D cation. The general formula for an H-sheet is [Dφ ap {T 2n Θ br (3n–2) Θ ap 2n Θ l 4 }φ t 0–1 ], where φ t (written after the T-sheet) occurs on the outside of the H-sheet and may be involved in linkage between adjacent H–O–H blocks. The H-sheet links via its apical anions to the O-sheet, giving the general formula of an H–O–H block as [M (3n+1) (Dφ ap Ψ n {T 2n Θ (5n+2) }φ t 0–1 ) 2 ]. These H–O–H blocks may link directly or indirectly through the φt anions of the (DΘ l 4 φ ap φ t ) octahedra, giving S (2;n) = Xi[M (3n+1) Ψ 2n (D 2 φ ap 2 {T 2n Θ br (3n–2) Θ ap 2n Θ l 4 } 2 )φ t 0–2 ]. Combining the expressions for the structure-generating functions gives a single function for T–O–T and H–O–H structures: S (N;n) = X i [M (3n+2N–3) ? 2(n+N–2) (D 2(N–1) f 2 ap (N–1) {T 2n T (3n–N) br T 2n ap T 2N 1 } 2 )f 0–2(N–1) t ] This expression also generates mixed-ribbon polysomatic structures. Thus S (1;2+3) gives the chemical composition and structure of the mixed-chain pyribole chesterite, and S (2;1+4) gives the chemical composition and structure of the mixed-chain H–O–H mineral, veblenite.
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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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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