Friends for better or for worse: Interracial friendship in the United States as seen through wedding party photos
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
Friendship patterns are instrumental for testing important hypotheses about assimilation processes and group boundaries. Wedding photos provide an opportunity to directly observe a realistic representation of close interracial friendships and race relations. An analysis of 1,135 wedding party photos and related information shows that whites are especially unlikely to have black friends who are close enough to be in their wedding party. Adjusting for group size, whites and East and Southeast Asians (hereafter E/SE Asians) are equally likely to be in each other's weddings, but whites invite blacks to be in their wedding parties only half as much as blacks invite whites, and E/SE Asians invite blacks only one-fifth as much as blacks invite E/SE Asians. In interracial marriages, both E/SE Asian and black spouses in marriages to whites are significantly less likely than their white spouses to have close friendships with members of their spouse's race.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 it