Density Functional Theory Calculations of Mass Transport in UO2
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
Nine isolates of <i>Turnip mosaic potyvirus</i> (<i>TuMV</i>)-infecting radish collected from different regions of Northern India were characterized. All isolates except for New Delhi and Rajasthan isolates resulted positive for <i>TuMV</i> in double antibody sandwich-enzyme linked immunosorbent assay (DAS-ELISA). RNA was isolated from leaves of infected plants and used in reverse transcriptase-polymerase chain reaction (RT-PCR) with <i>TuMV</i> coat protein (CP) gene-specific primers. Viral amplicons of expected 1000 bp size were obtained, which were further subjected to cloning and sequencing. <i>CP</i> gene of all the seven isolates was 867 bp long, encoding 288 amino acid residues. Percent homology of <i>CP</i> gene of all the Indian isolates among themselves and with other <i>TuMV</i> isolates retrieved from NCBI was in the range of 87-99 and 92-100% at nucleotide and amino acid levels, respectively. Phylogenetic analysis based upon <i>CP</i> gene nucleotide and amino acid sequences with other <i>TuMV</i> isolates reported from across the globe using unweighted pair group method with arithmetic mean (UPGMA) inferred classification of test isolates into basal-BR group due to their occurrence nearest to the <i>TuMV</i> isolates belonging to the basal-BR group. Information generated about the characteristic features of <i>TuMV</i> and geographical distribution of particular virus genotype-infecting radish crop will provide a platform for formulating disease resistance strategies.
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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 | 0.001 | 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) | 0.002 | 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