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Record W4414210127 · doi:10.52064/vamz.58.1.2

Alberto Fortis and the advancement of numismatics in the late 18th century

2025· article· en· W4414210127 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueVjesnik Arheološkog muzeja u Zagrebu · 2025
Typearticle
Languageen
FieldComputer Science
TopicCurrency Recognition and Detection
Canadian institutionsnot available
Fundersnot available
KeywordsNumismaticsQuarter (Canadian coin)Period (music)SalientKingdomDonkey

Abstract

fetched live from OpenAlex

Alberto Fortis, a Paduan “naturalist-antiquarian” of the late Enlightenment,played a significant role in the development of numismaticsas an evidence-based discipline in the last quarter ofthe 18th century. Fortis knew about ancient and medieval coinsand believed that coin finds were significant historical markers.He noted various coin finds during his travels in Dalmatia. Thesefindings suggested to the readers of his most important book,Viaggio in Dalmazia, that Dalmatia had a long and distinguishedhistory of monetary use. Fortis was also one of the first scholarswho recorded coins of Issa, Pharos, Scodra, and Corcyra whilehe was in Dalmatia. His interest in the issues of the Greek andIllyrian mints of the eastern Adriatic region is attested by a seriesof letters written over a 20-year period beginning in the early 1770s. These letters reveal that from the early 1780s to the early1790s Fortis acquired coins from southern Italy on behalf of thePaduan Marquis T. degli Obizzi, and that he also asked his friendsJ. Bajamonti, R. A. Michieli Vitturi, and M. Sorkočević to send himcoins from Dalmatia. Fortis’ direct observations and commentson the coins of Issa, Pharos, Scodra, and Corcyra, which he communicatedto F. Neumann, an Austrian numismatist, representhis most salient contribution to the identification and study ofthese issues.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.483
Threshold uncertainty score0.368

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.007
GPT teacher head0.239
Teacher spread0.231 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it