Psychopathological disorders at the onset of juvenile parkinsonism in childhood
Bibliographic record
Abstract
The article presents a case of a teenage female patient illustrating the difficulties of diagnosis and treatment of mental pathology at the onset of juvenile parkinsonism, which developed as a result of compound heterozygous mutations and proceeds with moderate akinetic-rigid and pseudopyramidal syndromes and combined tremor. It is shown that before the appearance of distinct symptoms of parkinsonism and the genetic study that confirmed the diagnosis, the patient had been observed for several years with various psychiatric diagnoses and received psychotropic therapy. This case demonstrates the difficulties of differential diagnosis of juvenile parkinsonism in children at the initial stage due to multiple comorbid motor, affective and behavioral disorders. When neurological symptoms appear in patients, a multidisciplinary approach is required, including joint diagnostics by psychiatrists and neurologists to establish an accurate diagnosis and select the optimal therapy. The introduction of principles of interdisciplinary interaction in the management of such patients will improve the timeliness of diagnosis and pathogenetically based therapy.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".