Bibliographic record
Abstract
Rudolf Carnap was a German-American philosopher, and was widely regarded as one of most important of the 20th century. Politically engaged and inclined toward utopianism, Carnap was a leading member of the Vienna Circle and a staunch advocate of the unity of science thesis, which held that the various physical sciences—physics, astronomy, chemistry, and biology—could be unified into a single overarching theory. He worked across numerous fields, including the foundations of probability, modal theory, inductive logic, and semantics. His principal philosophical method was logical analysis, the final goal of which, he explained, is to analyze all assertions of science and everyday life alike, to identify the method of verification for each proposition. This method is grounded in the anti-metaphysical verificationist principle, according to which a statement is meaningful only if a method of verifying it is available. Carnap himself was well aware that his philosophy shared in the same spirit as modernist art. In his preface to Die Logische Aufbau der Welt (1928) Carnap claims that there is "an inner kinship" between the attitude on which his philosophical work is founded, "and the intellectual attitude which presently manifests itself in entirely different walks of life; we feel this orientation in artistic movements."
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.003 | 0.006 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.017 | 0.009 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".