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
Aims: Evaluation of natural antioxidant potential of Kalanchoe pinnata leaves attributable towards its therapeutic properties. Study Design: In vitro experiments to validate antioxidant potential in aqueous and lipid phase. Methodology: The aqueous-alcoholic whole leaf extract designated as KPE (K. pinnata extract) was subjected to comprehensive biochemical analysis to reveal its natural strength as an antioxidative agent. In lipid protection ability assay where lipid phase (preemulsion) was prepared using linoleic acid with Fe 2+ , Fe 3+ and Cu 2+ as stress-inducers, it's potential to protect against peroxyl radical induced damage in non aqueous environment was tested. Deoxy-D-ribose degradation assay in presence or absence of chelating agent (EDTA) was tested to reveal non site-specific and site-specific hydroxyl radical (OH) scavenging potential respectively. Sodium nitroprusside based nitric oxide (NO) quenching activity and nitroblue tetrazolium reduction based superoxide radical scavenging potential were also estimated. Results: Total phenolic content of KPE was 28.42 g mg -1 . In lipid protection ability assay it exhibited maximally restricted Fe 2+ induced amplification of peroxyl raical (ROO)
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 | 0.001 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it