Experience of a care pathway for psychological and behavioral symptoms of dementia
Bibliographic record
Abstract
Behavioral and psychological symptoms of dementia (BPSD) are present in more than eighty percent of patients, resulting in a significant decrease of quality of life of patients and caregivers. To provide the most appropriate and early response to behavioral disorders, a specific care pathway, unique in France, has been created within the Memory Center at the Hospices Civils of Lyon. It includes a consultation "Behavior" aimed to intervention and guidance, a Cognitive-Behavioral Unit for pharmacological and non-pharmacological interventions in a comprehensive care of the patient during 3 to 4 weeks, and an Alzheimer's disease mobile team, which can assess the BPSD in the patient's living environment at home or in nursing homes, appraise drug treatments and environment, and give training for caregivers. This care pathway is aimed to provide individualized and early care for behavioral crises secondary prevention, taking into account the psychological, neuropsychological and somatic context of the behavioral disorders occurrence.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".