Variational estimates for exchange‐correlation interaction obtained within Super‐CI approach to MCSCF approximation
Bibliographic record
Abstract
Abstract Two possible variation approximations for the exchange‐correlation interaction are considered in the one‐particle approach to the electronic structure theories. These approximations appear within the Super‐CI procedure in the MCSCF optimization schemes. The basic formalism shows its close connection to the Green's function theory in the extended Koopmans' approach. An immediate implementation of the corresponding Super‐CI Green's functions is the Møller‐Plesset open‐shell and quasi‐degenerate perturbation expansions, and the density matrix functional theory. The relativistic formulation which is based on the relativistic extended Koopmans' approach can be used to calculate radiation corrections in frames of the conventional Feynman formalism. © 2007 Wiley Periodicals, Inc. Int J Quantum Chem, 2007
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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 | 0.000 | 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 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".