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
After briefly describing James Lovelock’s Gaia hypothesis, I will argue that Gaia does not reproduce, or rather that it has what Peter Godfrey-Smith would call ‘too many parents’ to undergo natural selection according to Lewontin’s Recipe. So the hypothesis did not and still does not make sense to most Darwinians. If (i)Lewontin’s Recipe were extended to include differential persistence as well as differential reproduction, (ii) part/whole relationships were accepted as a form of ‘reproduction’, or (iii) the ‘gene’s-eye view’ of Richard Dawkins as further extended by David Hull and us were adopted, then the Gaia hypothesis, and lesser claims about some multispecies communities, holobionts and ecosystems, would make sense. This last is what the It’s the song not the singer(s ) theory aimed to do. This article is part of the discussion meeting issue ‘Chance and purpose in the evolution of biospheres’.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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