Objects, affordances, and material histories in Roman Palestine: a case study on Northern Collar-Neck Lamps and their uses in early Jewish Sources
Bibliographic record
Abstract
Abstract This article seeks to contribute to the growing scholarship on object-focused Roman histories by expanding the conversation to previously overlooked archaeological finds from Roman Palestine. This case study focuses on “Northern Collar-Neck Lamps,” which have been found throughout Roman Galilee and date to the first two centuries CE. I argue that their distinctive high collar, perhaps designed to reduce spillage, also served as an affordance that invited additional modes of interaction, namely placing a supplemental reservoir for oil – such as a pierced eggshell – over the filling hole. Once set up, this would allow for a slow drip of oil to prolong illumination time without human intervention. This usage is suggested from chronologically and geographically proximate sources, namely early rabbinic literature: Hebrew and Aramaic writings from the first centuries that reference physical details and uses of hundreds of objects and could prove helpful for future material histories of the Roman era.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.017 | 0.019 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.002 |
| 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".