Tools for the journey from North to South: a collaborative process to develop reflexive global mental health practice
Bibliographic record
Abstract
ICDR-Cameroon is a group working on disability and inclusion issues in Cameroon. Through their mental health work, various complex social, ethical, and relational issues have been encountered and the need arose to engage in a reflexive process that would integrate shared experiences, the broader discourse on global mental health, and other resources. The group participated in discussion, story sharing, research, and critical analysis, a process from which a document called ‘Tools for the Journey’ was created as a road map for the group’s work. The document includes a position statement outlining the group’s stance on various issues, in addition to additional resources. This paper describes the group’s reflexive process in creating Tools for the Journey, the benefits of this process in terms of group and individual understanding and development, and the challenging themes encountered in their work in Cameroon.
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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 | 0.166 | 0.109 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.031 | 0.037 |
| Scholarly communication | 0.023 | 0.026 |
| Open science | 0.005 | 0.041 |
| Research integrity | 0.008 | 0.017 |
| Insufficient payload (model declined to judge) | 0.008 | 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".