Green Synthesis of Spirulina Mediated Titanium Dioxide Nanoparticles and Their Characterization
Why this work is in the frame
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Bibliographic record
Abstract
In recent times, green synthesis of nanoparticles had received significant consideration due to the requirement of non-hazardous chemicals, low-cost approaches, renewable materials and eco-friendly alternative to the traditional production processes because of its growing industrial applications. The present study focused on synthesis of Spirulina mediated Titanium dioxide nanoparticles (TiO2 NPs) was used to study its effects on economic traits of silkworm (Bombyx mori L.). The green synthesis of TiO2 NPs was characterized by UV, PSA, XRD, FTIR, SEM and TEM. In this study the UV-Visible absorbance spectroscopy result was found to be nanoparticles were formed at the range of 300 nm. SEM images shows that the nanoparticles are in spherical shape and TEM images shows that the nanoparticles are spherical in shape and their size range from 50 - 60 nm.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 it