Cultural Viability and Gender Egalitarianism: An Elusive Balance Yet To Be Struck
Bibliographic record
Abstract
A sine qua non of a, or any, culture’s continuity across generations is the existence of citizens within that culture. With a systematic replenishment of very mortal citizens, the culture can enjoy extended longevity or perpetuity. Without citizens, a culture becomes, at best, an historical footnote. With the advent of inexpensive, effective reproductive technology, a paradox has been created in the 21st century. To wit: when effective reproductive technology is incorporated by a culture which stresses gender egalitarianism, the culture’s reproductive strategy tends to fall below replacement value. If the strategy is maintained over generations, then that culture melts away or evaporates and would be supplanted by or replaced by a culture with an alternative social formula. Cross-cultural/cross-national data are presented which supports the existence and potency of this dynamic.$$cultural evolution, gender roles, education, birth rates, natural increase
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.031 |
| Scholarly communication | 0.008 | 0.008 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".