PIFE – an intervention aimed at restoring the parent–child bond ruptured by acute separation conflict or parental alienation
Bibliographic record
Abstract
The PIFE (Processus d’Intervention Familiale Encadrée) is a family intervention process supervised by the judicial system and aimed at restoring a parent–child bond ruptured by acute parental separation conflict or parental alienation. This chapter presents the key principles guiding this intervention, and outlines a two-phase path to applying the PIFE’s protocol: a preliminary phase during which consent to a PIFE intervention mandate is granted by all parties and ratified by the court, and an evaluation is made to determine whether the conditions are met to begin a PIFE intervention process; and an intervention phase, where the process of restoring the parentchild relationship is achieved in stages, from a first parent–child reconnection at the psychologist’s office to a child’s first overnight stays with a distanced parent. It concludes with a presentation of the observations and findings that have emerged over the past five years of applying the PIFE protocol in our clinical practice in Montreal, Quebec.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 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 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".