L’analyse qualitative informatisée : logiquedes puces et quête de sens
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
Le recours massif aux nouveaux outils d’analyse qualitative informatisée risque-t-il d’imposer un carcan fatal à la recherche qualitative? À partir d’une expérience de formation et de consultation avec une variété d’individus s’initiant à l’analyse qualitative informatisée et d’une réflexion sociologique sur le pouvoir coercitif des inscriptions dans les instruments et les machines complexes, nous proposons que l’influence des logiciels spécialisés ne peut être comprise qu’en relation avec le degré d’expertise antérieure de l’apprenti et les conditions socioéconomiques de réalisation de la recherche. L’acquisition d’une culture fondamentale solide en recherche qualitative et un recul critique vis à vis des exigences productivistes de la recherche subventionnée actuelle apparaissent comme des conditions essentielles à l’utilisation libératrice de ces puissants outils.
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 | 0.054 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.004 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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