Electric Worlds / Mondes électriques
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.
Bibliographic record
Abstract
<P>What interpretation(s) do today’s historians make of electrification? Electrification is a process which began almost a hundred and fifty years ago but which more than one billion men and women still do not have access to. This book displays the social diversity of the electric worlds and of the approaches to their history. It updates the historical knowledge and shows the renewal of the historiography in both its themes and its approaches. Four questions about the passage to the electrical age are raised: which innovations or combination of innovations made this passage a reality? According to which networks and appropriation? Evolving thanks to which tensions and alliances? And resulting in which transition and accumulation?</P> <P>Quel(s) regard(s) les historiens d’aujourd’hui portent-ils sur l’électrification, processus engagé il y a près de cent cinquante ans mais auquel plus d’un milliard d’hommes et de femmes restent encore étrangers ? Le présent volume rend compte de la diversité des mondes sociaux électriques et des manières d’enquêter sur leur histoire. Il actualise les connaissances et témoigne du renouvellement de l’historiographie, dans ses objets et ses approches. Quatre points d’interrogation sur le basculement des sociétés dans l’âge électrique jalonnent le volume : moyennant quelles créations ou combinaisons créatrices ? En vertu de quelles circulations et appropriations ? Selon quelles tensions et alliances ? Et produisant quelles transitions et accumulations ?</P>
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 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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.005 |
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 it