Diversity, Equilibrium, and Adaptation as Related by Equivalence in the Oceanic Phytoplankton
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
AbstractFrom a transect between Brazil and Newfoundland in April 1983, a summary description of the phytoplankton species is that diversity decreases northward as conditions alter from equilibrium to nonequilibrium. These conditions do not increase the southern species adapted to impoverished nutrient but do increase species unadopted to impoverished nutrient. Diversity is related to equilibrium and adaptation in this way: (1) species belonging to a very diverse group occur under equilibrium conditions and are adapted to impoverished nutrient (with three logical opposites to this general descriptive statement) (2) species adapted to impoverished nutrient occur under nonequilibrium conditions only if they do not belong to a very diverse group, (3) species occurring under equilibrium conditions are unadapated to impoverished nutrient only if they do not belong to a very diverse group, and (4) species occurring under nonequilibrium do not belong to a very diverse group and species (the same) unadopted to imp...
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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) | 0.001 | 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