Geomorphology, Development of Running Water Habitats, and Evolution of Black Flies on Polynesian Islands
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
Abstract Running water habitats develop in concert with the age of hotspot volcanic islands. This study tracks the geologic and hydrologic processes involved in this development for the Society Islands, French Polynesia. Over a period of about 6 million years, these islands have rafted northwest on the Pacific Plate and eroded from high islands with many stream systems to atolls with no running water. Black flies that require running water for their immature stages have undergone a species radiation into a wide array of running water habitats on Tahiti. From there, black flies appear to have dispersed to older islands farther west. The reduction of running water habitat with the island's increasing age has had consequences for the biogeography of these insects. The habitat generalist species are the most widespread. Species with dependence on cascades cannot colonize islands where cascade habitats have eroded away.
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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 | 0.000 | 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 | 0.000 | 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