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
Cross-Cultural Psychology is a leading textbook offering senior undergraduate and graduate students a thorough and balanced overview of the whole field of cross-cultural psychology. The team of internationally acclaimed authors present the latest empirical research, theory, methodology and applications from around the world. They discuss all domains of behavior (including development, social behavior, personality, cognition, psycholinguistics, emotion and perception), and present the three main approaches in cross-cultural psychology (cultural, culture-comparative, and indigenous traditions) as well as applications to a number of domains (including acculturation, intercultural relations and communication, work and health). With new additions to the writing team, the third edition benefits from an even broader range of cross-cultural perspectives. Now in 2-colour, the format is even more reader-friendly and the features include chapter outlines, chapter summaries, further reading and an updated glossary of key terms. This edition also offers an accompanying website containing additional material and weblinks.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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