Settlement of marine invertebrates in differentyears old lava flows, La Palma island
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
Las islas Canarias han sufrido numerosas erupciones volcánicas, afectando drásticamente la vida marina debido a la destrucción de hábitats y cambios en las condiciones del agua, esto da lugar a la sucesión primaria donde las nuevas comunidades colonizan las áreas afectadas. En el presente trabajo se estudia la sucesión primaria, mediante muestreo y el posterior análisis en el laboratorio del asentamiento de invertebrados marinos en coladas con distintas edades de la isla de La Palma. Las coladas estudiadas fueron: Cumbre Vieja 1 año; San Juan 73 años; Jedey 473 años. Las principales diferencias que se encontraron entre las coladas fueron la presencia de ciertos grupos representativos como los copépodos, los tanaidáceos, moluscos, etc. Por lo que se ha podido comprobar que el aporte larvario difiere entre coladas debido a la madurez de estas.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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