O fascínio dos cientistas colombianos pela engenharia genética de plantas
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
A biotecnologia e a engenharia genética de plantas têm forte apelo na Colômbia, devido ao potencial que essa tecnologia proporciona para participar da nova economia do conhecimento e também como uma forma de explorar a grande biodiversidade do país. Contudo, a tecnologia de engenharia genética e a produção de conhecimento resultante são dominadas por interesses e recursos do hemisfério norte. Cientistas colombianos que fazem uso da engenharia genética devem trabalhar dentro desse contexto. Ainda assim, muitos acreditam que seus projetos de pesquisa beneficiarão a Colômbia. Essa tecnologia, portanto, oscila entre o otimismo quanto ao seu futuro em potencial e as barreiras impostas pelas condições globais em que ocorre.
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 | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.013 | 0.008 |
| Insufficient payload (model declined to judge) | 0.004 | 0.005 |
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