Use of Anionic Micelles in Photogalvanic Cells for Solar Energy Conversion and Storage Dioctylsulfosuccinate-mannitol-safranine System
Bibliographic record
Abstract
Abstract The photogalvanic cell containing dioctylsulfosuccinate micellar species, mannitol as an electron donar and safranine as photosensitizer has been used for solar energy conversion and storage. The electrical output of the cell was 870.0 mV as photopotential 150.0 μA as photocurrent and 130.5 μW as power at power point of the cell. The current voltage characteristics of the cell have been studied, and observed conversion efficiency was 0.7603%; determine fill factor was 0.50. The performance of the cell in dark was 40.0 minutes.
Stored with the screening record, where it is evidence for the labels above.
How this classification was reachedexpand
The three-model screen
all 5,600 screened works →All three models called this out of scope.
Photochemistry of a micellar photogalvanic cell for solar energy conversion; the object is a device.
The work studies solar-cell performance, not research methods or the research system.
Experimental photochemistry and solar cell performance; domain science, not metaresearch.
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 source (direct Gemma or distilled Codex), 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".