A Theory of Healing in the Aftermath of Youth Suicide
Bibliographic record
Abstract
The purpose of this family-focused, grounded-theory study was to develop a substantive theory that explains how individual family members heal in the aftermath of youth suicide. Individual healing following youth suicide is conceptualized as a process of "journeying toward wholeness." In response to youth suicide, survivors characteristically tap into their innate strengths and coping capabilities. Eventually, most survivors move toward healing. Precipitated by youth suicide, individual healing was found to be a contextually mediated, ongoing, dynamic, and recursive process. Most often initiated by a family survivor who was emotionally and spiritually close to the youth prior to suicide, healing emanated from the survivor's consciousness as an act of volition. This study brings to light the idea that bereaved family survivors of youth suicide have the potential to heal in response to the decisions they make and the healthy bonds they create and maintain between themselves and the deceased youth.
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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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".