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
This article traces the evolution of graduate study in psychology in the United States and Canada during the past 3 decades. The authors summarize the 2003-2004 characteristics of graduate programs and departments in psychology and compare these data to those obtained in 1970-1971, 1979-1980, and 1992-1993. The most recent data were obtained from the 2005 edition of Graduate Study in Psychology and were based on 495 institutions, 601 departments, and 1,970 graduate programs. Information is presented for both entire departments (e.g., faculty characteristics, student profiles, admission criteria, Graduate Record Examination and grade point averages, tuition costs, financial assistance) and individual graduate programs (e.g., areas of study, number of applicants, acceptance rates, enrollment statistics, retention rates). Particular attention is devoted to the emergence of PsyD programs in professional psychology, the ascendancy of neuroscience programs in academic psychology, and the steady rise in acceptance rates across programs over the past 33 years.
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 | 0.000 | 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 | 0.001 |
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