The ELF Topological Analysis Contribution to Conceptual Chemistry and Phenomenological Models
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
This chapter contains sections titled: Introduction Why ELF and What is ELF? Concepts from the ELF Topology The Synaptic Order The Localization Domains ELF Population Analysis VSEPR Electron Domains and the Volume of ELF Basins Examples of the Correspondence Between ELF Basins and the Domains of the VSEPR Model Octet Molecules Hydrides (CH4, NH3, H2O) AX4 (CH4, CF4, SiCl4) AX3E and AX2E2 (NCl3, OCl2) Hypervalent Molecules PCl5 and SF6 SF4 and ClF3 AX7 and AX6E Molecules Multiple Bonds C2H4 and C2H2 Si2Me4 and Si2Me2 Conclusions References
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) | 0.001 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.070 | 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