Bibliographic record
Abstract
The art of Hieronymus Bosch has challenged and fascinated viewers since the 15th century. His hybrid creatures and creative monstrosities seem unprecedented in the art historical canon and therefore mysterious to 21st-century viewers. Adding to this general sense of bafflement is the fact that we know perhaps less about Bosch than any other artist of his era. Unlike his famous contemporaries, Albrecht Dürer and Leonardo da Vinci, who documented their lives and works in copious letters and writings, Bosch left us nothing in his own words. His date of birth is unknown, and we cannot say if he ever left his birthplace, the town of ‘s-Hertogenbosh (the modern city of den Bosch, the Netherlands), from which he took his professional name. For the most part, the art itself is all that is left us, although ironically documentation does exist for several lost paintings. Today, only about twenty-five works are accepted as by Bosch’s hand, and his name appears on only seven of these. None shows a date. With the advent of sophisticated means of technical examination of panels, even these few are being disputed. No less important is the question of meaning in Bosch’s works, which were produced at a time when artists delighted in veiling content within layers of enigma and symbolism. As scholars continue to delve into the historical and artistic contexts from which Bosch evolved, the inscrutable painter emerges as a man of his time, conversant in the historical, intellectual, and religious controversies of his day. His works reflect a tumultuous era, different from, but no less complex than, our own.
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 | 0.001 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.050 | 0.014 |
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".