Dataset TB
Bibliographic record
Abstract
This dataset was produced after screening dead and diseased pod borer (Lepidoptera: Noctuidae) larvae collected from Tunisia for native entomopathogenic bacteria. Eight bacteria, named Hr1 to Hr8 were isolated from <i>Helicoverpa armigera</i> Hübner dead and diseased larvae collected from chilli plots belonging to small farmers. The bacterial isolates were characterized by macroscopic and microscopic observations and 16S rRNA sequencing. Hr1, Hr2, Hr4, Hr5, Hr6 and Hr8 were identified as <i>Bacillus sp</i>.<i>,</i> Hr3 as <i>Staphylococcus sp</i>., and Hr7 as <i>Enterobacter</i>. Their insecticidal activity was evaluated against third-instar larvae of <i>H. armigera</i>. One bacterial isolate ̶ Hr1 ̶ showed an important insecticidal potential against <i>H. armigera</i> larvae, causing 60% larval mortality after 4 days of treatment. Based on further characterization studies, Hr1 was identified as <i>Bacillus thuringiensis </i>genomovar<i> cytolyticus</i> following macroscopic and microscopic observations, Biolog biochemical test and multi-locus sequence analyses studies based on sequencing of seven housekeeping genes.
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.
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 | 0.002 |
| 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 | 0.004 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.291 | 0.027 |
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; both teacher heads agree on what is shown here.
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".