Gender, ethnicity, and career trajectories: A comment on Woodward (2010).
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
Woodward (2010) argued that Maria Rickers-Ovsiankina, Eugenia Hanfmann, and Tamara Dembo constituted a group of Jewish emigré psychologists who received substantial help in America from a "Jewish network" of patronage. This comment focuses on the historiographic problems and pitfalls of essentialized ethnic identification. There was no evidence that Maria Rickers-Ovsiankina was a Jew or that Eugenia Hanffman, raised Russian Orthodox, identified herself as a Jew, in contrast to Tamara Dembo, who did so. We argue that these women were part of an active network of Gestaltists, topologists, and Society for the Psychological Study of Social Issues leaders, and that any help that they received may be explained by the shared theoretical and disciplinary outlook of these groups as opposed to a "Jewish network."
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) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.011 | 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