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Record W7118131719 · doi:10.18254/s207987840036517-7

Florentine Society during the Reign of the First Three Medici: Republic or Principate?

2025· article· en· W7118131719 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

VenueIstoriya · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicRenaissance and Early Modern Studies
Canadian institutionsnot available
Fundersnot available
KeywordsReignPunitive damagesDemocracyQuarter (Canadian coin)Commission

Abstract

fetched live from OpenAlex

The article examines the processes of reforming the electoral system of the republic during the reign of Cosimo (1434—1464), Piero (1464—1469) and Lorenzo de' Medici (1469—1492), as well as the reactions of citizens to the changes taking place in society. The Medici, without abolishing communal democracy as a whole, used only partial changes to traditional electoral procedures, not always resorting to “hand–held elections”, when commission members took out parchment ballots with the right names from open bags — this practice has been tested since the 1380s, but the Medici knew that it was negatively perceived by the majority of citizens. Already under Cosimo, another option for controlling election to positions at an earlier stage began to be applied — the compilation of lists of candidates from each quarter by members of election commissions: the total number of candidates in them did not decrease, but the range of surnames to which they belonged was significantly reduced, which allowed the Medici to include several people from families which were close to them to the lists. The policy of the first three Medici was flexible. Along with punitive measures, most often expulsions, there could be generous help and benefits for their remaining relatives. The same is evidenced by the attempted conspiracy of the Pazzi in 1478, when the people supported the Medici, but not the conspirators.

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)0.000
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.423
Threshold uncertainty score0.756

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.039
GPT teacher head0.235
Teacher spread0.196 · 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