A. Beck’s Cognitive Psychotherapy and L. S. Vygotsky’s Cultural - Historical Psychology
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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.021 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.003 | 0.010 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".