A. Beck’s Cognitive Psychotherapy and L. S. Vygotsky’s Cultural - Historical Psychology
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
Last year was celebrated by the international professional community as the 95th jubilee of Aaron Beck - founder of one of the most authoritative branches of modern psychotherapy, the influence of which on the sphere of modern mental healthcare can be compared with the value of Sigmund Freud’s psychoanalysis in the last century. Developmental psychologists celebrate one more anniversary last year - 120 years since the birth of the creator of cultural-historical psychology, founder of Moscow psychological school - Lev S. Vygotsky, who was called “the Mozart in psychology” by a famous British philosopher and methodologist working in the USA Tulmin (1981). Mozart discovered a new epoch in music and died at the prime of creative life - sick, poor and lonely. L. S. Vygotsky in the same way made a revolution in the psychology of the last century and died at the age of 37, persecuted and rejected by the oÿcial Stalinist science, in isolation from the international community.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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