Bibliographic record
Abstract
This chapter contains sections titled: Introduction From Observation, to Physics, to QTAIM The Lagrangian Approach What is The Lagrangian Approach and What Does it Do? The Lagrangian and the Action Principle – A Return to the Beginnings Minimization of the Action Steps in Minimizing the Action The Action Principle in Quantum Mechanics Schrödinger's Appeal to the Action Schrödinger's Minimization Two Ways of Expressing the Kinetic Energy Obtaining an Atom from Schrödinger's Variation The Role of Laplacian in the Definition of an Atom Getting Chemistry from δG(Ψ,∇Ψ,Ω) From Schrödinger to Schwinger From Dirac to Feynman and Schwinger From Schwinger to an Atom in a Molecule Molecular Structure and Structural Stability Definition of Molecular Structure Prediction of Structural Stability Reflections and the Future Reflections The Future References
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.029 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".