Comparative quantum chemical and spectral characterization of meso-tetra(4-sulfonatophenyl) porphine forms as seeds for J- and H-aggregates
Bibliographic record
Abstract
Aggregation of 5,10,15,20-tetrakis(4-sulfonatophenyl) porphyrin (TPPS4) molecules as a function of solvent pH is a complex process because of the co-existence of many possible interacting monomeric ionic forms that self-assemble into various aggregate structures. Possible seeding elements of aggregates were studied using quantum chemical calculations based on density functional theory to determine favorable ionic forms and their dimers, and the simulated spectral characteristics were compared with the measured absorption spectra. Five different forms of TPPS4 monomers and ten dimers were found as possible candidates for aggregate precursors. It was found that monomeric forms dominate at pH = 12.1, pH = 7.1, pH = 4.1, and pH = 3.0 as well as at pH = −1.0. In contrast, J-type dimers become a dominant form at pH = 1.0.
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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".