Bibliographic record
Abstract
In the last quarter of the nineteenth century, prominent bacteriologist Robert Koch played a major role in reforming and codifying the practice of scientific photomicrography. Concerned with the various epistemic functions of photography as a medium for the illustration of scientific texts, Koch helped establish a set of shared standards to be followed by the emerging professional class of scientists studying the cell structure of bacteria. Koch rejected the unproblematic claims of objectivity, a non-interventionist model of objectivity which privileged the camera for its apparent lack of subjective distortion. The desire for mechanical objectivity is connected to changing conceptions of the image's relation to the text in the seventeenth-century, during which the emergence of empirical science upended the subservience of images to a discursive model, insisting rather that the object itself be represented without the subjective interpretive act of an artist or writer. Koch's argument for the standardization of photographic procedures represents a new approach to scientific illustrations by fixing the act of viewing through the photographic eye, which establishes a common and institutionalized basis for interpretation and the critique of the individual scientist's abilities. The sociological ramifactions of this development are considered with respect to the debate between scientific realists and social constructivists, motivating the adoption of a middle path between these two opposing epistemic poles.
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 | 0.017 | 0.024 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.009 | 0.092 |
| Scholarly communication | 0.010 | 0.016 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.007 | 0.013 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".