Anachronisms or Failures? Family Strategies in the Sixteenth Century, as Drawn From Collective Biographies of Solicitors in Aix-En-Provence
Bibliographic record
Abstract
This article highlights the patterns that can be observed in the matrimonial alliances of solicitors in sixteenth-century Aix-en-Provence and family strategies understood as a corpus of rational decisions bearing on the long term. Defined this way, family strategies applied to sixteenth-century solicitors are an anachronism. The new and unstable context in which the sixteenth-century solicitor found himself prevented families from having a clear view of the objectives to achieve and from devising a rational strategy. The article presents the model that most of the solicitors' alliances followed and suggests the obstacles that appeared before the main actor in family planning, the one who wielded paternal authority, in the creation of these alliances. The example of the Maria family shows women who decided, against the will of their family, whom they would marry. This article highlights the historian's reconstruction of typical family behavior and the limited possibilities that families had to plan over the long term.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.023 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".