Digital Humanities, Citizen Science and Feminist History: The Promise and Limits of Digital Mapping
Bibliographic record
Abstract
Abstract: One of the co-editors of this special issue of Histoire sociale / Social History, Marc Calvini-Lefebvre, is currently running a digital mapping project which seeks to crowdsource information about the sites of memory dedicated to the suffrage movement around the world and geolocate them on an open-software map. His initiative is one of many digital mapping projects launched by historians of feminism around the world as a means of spreading knowledge about the feminist past to ever-wider audiences but also of exploring new research questions via the methods of the digital humanities. To discuss the promise and limits of digital mapping, Histoire sociale / Social History invited Lucy Delap (University of Cambridge), Sarah Richardson (then University of Warwick, now University of Glasgow), and Marc Calvini-Lefebvre (Aix-Marseille Université) to participate in a forum chaired by Claire Sorin-Delpuech (Aix-Marseille Université). The conversation was edited by Marc Calvini-Lefebvre. L’un des co-rédacteurs de ce numéro spécial d’Histoire sociale / Social History, Marc Calvini-Lefebvre, dirige actuellement un projet de cartographie numérique dont le but est de rassembler des informations sur les lieux de mémoire dédiés au mouvement pour le droit de vote des femmes dans le monde entier et à les géolocaliser sur une carte en logiciel libre. Son initiative est l’un des nombreux projets de cartographie numérique lancés par des historiennes et historiens du féminisme à travers le monde afin de diffuser les connaissances sur le passé féministe auprès d’un public de plus en plus vaste, mais aussi pour explorer de nouvelles questions de recherche à l’aide de méthodes propres aux humanités numériques. Pour discuter des promesses et des limites de la cartographie numérique, Histoire sociale / Social History a invité Lucy Delap (Université de Cambridge), Sarah Richardson (à l’Université de Warwick au moment du forum mais désormais à l’Université de Glasgow), et Marc Calvini-Lefebvre (Aix-Marseille Université) à participer à un forum présidé par Claire Sorin-Delpuech (Aix-Marseille Université). La conversation a été éditée par Marc Calvini-Lefebvre.
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 distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.008 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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; both teacher heads agree on what is shown here.
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".