Motivational and Personality Sphere in Mothers of Autist Children: North America and Western Europe
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
Over the past decade the number of children under the age of three years, who were diagnosed with autism or autistic spectrum disorder is rapidly increasing in the countries of North America and Western Europe. Researchers noted a sharp deterioration in the psychological and physical health of mothers of autistic children, resulting in the high levels of stress, depression and anxiety disorders, emotional burnout. Therefore, authors of this article give a review of scientific theses and papers published over the past 15 years devoted to the study of specific features of the mental state in mothers of children with a diagnosis of Autistic Spectrum Disorder (autism), published in North America (US and Canada) and Western Europe (United Kingdom, Netherlands, Sweden, etc.) We also highlighted a number of factors contributing to the negative emotional state of mothers and compensatory resources to help them to coping with the situation.
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 | 0.000 |
| Open science | 0.000 | 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