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
The doctrine of Neutral Monism was an avowed part of Russell's metaphysics for only a relatively short period in his amazingly long philosophical career, although it remained an active ingredient for considerably longer. His acceptance of this doctrine was gradual. To a lecture audience in early 1918, when he was in his mid-forties, he declared: "I feel more and more inclined to think that [Neutral Monism] may be true. I feel more and more that the difficulties that occur in regard to it are all of the sort that may be solved by ingenuity" [PLA Papers 8, p. 242]. Shortly afterwards, Russell gave a partial endorsement of the doctrine and then, during the next decade, in major works like The Analysis of Mind, An Outline of Philosophy and The Analysis of Matter, he set about to deepen and refine that endorsement. For more than two decades thereafter, the metaphysical imprint of Neutral Monism remained evident in Russell's major philosophical writings (An Inquiry into Meaning and Truth, Human Knowledge), though he no longer marshalled his views explicitly under its banner. Neutral Monism constitutes, therefore, a major part of Russell's philosophy outside the area of formal logic. Indeed, the doctrine plays a kind of antipodal role in the whole development of his thought, for prior to taking the first steps towards accepting Neutral Monism, Russell had been its most severe critic.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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