Neuropedagogika wśród dyscyplin naukowych – próba doprecyzowania nazewnictwa
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
Chojak Małgorzata, Neuropedagogika wśród dyscyplin naukowych – próba doprecyzowania nazewnictwa [Neuropedagogy Among Scientific Disciplines – an Attempt to Clarify Terminology]. Studia Edukacyjne nr 56, 2020, Poznań 2020, pp. 369-384. Adam Mickiewicz University Press. ISSN 1233-6688. DOI: 10.14746/se.2020.56.20In the last two decades, more and more publications pedagogical and psychological referring to researchin the field of neurobiology. They appear in them new concepts and names of new disciplines such as neuropedagogy, neurodidactics or educational neuroscience and neuropsychology education. The US, the UK and Canada have attempted to standardize terminology and to clarify the scope of research across disciplines. This publication is not only an attempt to present the theoretical concept of the origin and interrelationships of newly established disciplines based on international scientific sources. The author has decided to embed analyses on the specifics of Polish terms to propose names for an interesting and new field known as Mind, Brain and Education (MBE).
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.002 | 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 it