Chloroplast genomes of photosynthetic eukaryotes
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
Chloroplast genomes have retained a core set of genes from their cyanobacterial ancestor, most of them required for the light reactions of photosynthesis or functions connected with transcription and translation. Other genes have been transferred to the nucleus or were lost in a lineage-specific manner. The genomes are distinguished by the selection of genes retained, whether or not transcripts are edited, presence/absence of introns and small repeats and their physical organization. Plants and green algae have kept fewer plastid genes than either the red algae or the chromistan algae, which obtained their plastids from red algae by secondary endosymbiosis. Photosynthetic dinoflagellates have the fewest (fewer than 20), but still grow photoautotrophically. All chloroplast genomes map as a circle, but there have been extensive rearrangements of gene order even between related species. Genome sizes vary much more than gene content, depending on the extent of gene duplication and small repeats and the size of intergenic spacers.
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 | 0.000 | 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 | 0.001 | 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