Bibliographic record
Abstract
This stock-taking of research on the arts and visual culture of the Society of Jesus since the turn of the twenty-first century entails an assessment of the status of the big questions about the existence, nature, and purposes of the Jesuit use of things visual. It is a propitious moment to reflect on whether there have been gains for the definition of our subject from the visual turn in the humanities. Rather than surveying a wide and diffuse field of publications published in a rather short span of time, here a handful of issues are isolated that have attracted particular intensity of research or that pose significant questions for the future. These issues include much continuing research into the central regulation of and the architectural dialogue between the worldwide foundations of the Society, the widespread adoption of the Spiritual Exercises as an explanans for Jesuit pictorial cycles, and related issues around meditational images. A clear articulation is called for of the extent to which Jesuit “images” were embedded in discourses around art, or not, and the varied classes of images (propaganda, scientific, etc.) outside of the discourse of art so that we might arrive at a definition of a Jesuit visual culture.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.017 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".