Accurate Diagnosis of the Syndrome in Children with Autism Spectrum Disorders and Parents’ Resilience
Bibliographic record
Abstract
Autism is considered to be a much more serious syndrome than other developmental disorders and according to studies it affects the resilience of the parents with an autistic child to a larger degree, comparatively. In this article the results of the investigation between the family resilience of the parents and their child’s diagnosis of the syndrome are presented, as it was regarded that, taking into consideration the autism syndrome and Asperger syndrome, the difficulties in a row of levels would be particularly more severe in diagnosed cases of autism. The parents of 312 autistic children in Greece, all of them couples, namely 624 men and women constituted the population sample. It was found that compared to Asperger syndrome at least, in cases of an autistic child’s upbringing, the parents’ resilience is more fragile, their stress higher and certainly the social support they receive is comparatively reduced.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".