An <scp>ultra‐brief</scp> systemic intervention to address child mental health symptomatology
Why this work is in the frame
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Bibliographic record
Abstract
Drawing on decades of research in family systems, coparenting, and developmental science, we present a clinical approach to address unmet service needs in children's mental health. Specifically, we describe Lausanne Family Play - Brief Intervention (LFP-B) - a manualized family systems approach providing a caregiver-caregiver-child therapy (and sibling/s, when applicable). The LFP-B is ultra-brief, typically delivered in as few as three sessions (two assessment sessions followed by a video feedback session), with the aim of reducing children's mental health symptomatology by enhancing the coparenting relationship. We review literature on systemic family therapies and provide a rationale for including coparents and children in child mental health care. We then provide a rationale for using behavioral observations and video feedback in treatment, drawing on research in related family-based treatments (e.g., parent-child therapies). Finally, we provide an overview of the LFP-B manual and a case illustration.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.002 |
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