Toward Generalized Concern: The Development of Compassion and Links to Kind Orientations
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
Compassion underlies kindness and as such, is important for creating harmonious societies. We examined children and adolescents’ personal experiences of compassion and then how youth with different compassion profiles differed in their kindness (i.e., dispositional sympathy and prosocial behavior). An ethnically diverse sample of 8-, 11-, and 15-year-olds ( N = 32; 66% girls) provided narratives of times they felt compassion. Next, in another diverse sample of 7-, 11-, and 15-year-olds ( N = 168; 49% girls), we assessed youths’ potential for global compassion (i.e., compassion that transcends intergroup boundaries) using a novel interview procedure. We also collected self- and caregiver-reports of dispositional sympathy and prosocial behavior. Youths’ narratives revealed that youth often experienced compassion toward peers and relatives following both physical and psychological sufferance and often mentioned responding to the suffering other with helping behavior. On average, youth reported moderate levels of global compassion (i.e., compassion toward a suffering victimizer) and developmental trends revealed that 15-year-olds reported lower feelings of compassion than 11-year-olds. Next, latent profile analysis showed that compassion-oriented youth (i.e., youth who displayed moderate-high levels of global compassion) were rated as more prosocial than non-compassion-oriented youth (i.e., those who displayed low levels of global compassion). We discuss findings in relation to theory and research on the development of kindness in general and in intergroup contexts.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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