SCIENTOMETRIC ANALYSIS OF RESEARCH FROM A FEMINIST PERSPECTIVE
Bibliographic record
Abstract
"In order to build a historical map of scientific production from a feminist perspective and to analyze the central themes that have been studied by the academics from this approach, a search was conducted using SCOPUS an international bibliometric database, for the period between 1960 and July 2013. The search strategy based on the use of four key words produced 54 articles, written by 86 specialists of 14 countries, among them USA, UK, Canada and Australia, 87% written in English and 4% in Spanish. Even though the feminist theoretical approach is interdisciplinary by definition, the main disciplines represented in the sample were social sciences and Psychology. 69% of the articles were written by a single author, and 78% of the authors were women. Citation varied between 137 and zero. The most cited studies were from Canada, USA and the UK. Articles covered a wide variety of themes emphasizing theoretical, methodological and empirical issues in different areas of knowledge. Additionally a very low presence of articles dealing with the impact of the feminist perspective in public policies was observed, as well as very few articles devoted to examine applications of the feminist theory on education. Conclusions highlight the challenge for Latin American feminist researchers to increase their presence in scientific journals with international distribution indexed in SCOPUS, and to increase the quality of specialized Hispanic journals, in order to favor scientific dissemination on the subject in Spanish."
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How this classification was reachedexpand
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | Bibliometrics Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Observational | low |
| gpt | Bibliometrics Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Other design | high |
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.011 | 0.039 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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, unvalidatedLabeled directly by 2 models reading the full record.
The models disagree on parts of this classification; every voice is preserved in the section at the end of the page.
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".