Doing Science With Our Grandmother's <scp>WISDOM</scp> : A Worldview Integrating Sociality, Diversity, and Observant Meaning‐Making
Bibliographic record
Abstract
The contemporary moment is defined and marred by geopolitical sorrow-with genocide in Gaza, and wars in Sudan and Ukraine to mention some-devastating the lives of millions of people. The resulting geopolitical, ecological, communal, and personal devastation will last for generations in concrete and substantive ways, as the legacy of war and genocide stays with those who survive. In this perspective, we highlight an example of this by discussing new lines of evidence for intergenerational epigenetic transmission of sustained, war-related trauma. Here we articulate a novel frame labeled WISDOM: a Worldview Integrating Sociality, Diversity, and Observant Meaning-making. This framing aims to facilitate rigorous science in the relatively uncharted domains of biocultural approaches to intergenerational trauma, survival, and resilience. WISDOM is a perspective with practical components, focused primarily on trauma but applicable to other foci at the confluence of biological and social sciences.
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How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".