Social Innovation and Institutional Transformation. The Minowé Clinic at the Val-d’Or Native Friendship Centre
Bibliographic record
Abstract
This document outlines the institutional history of the Minowé clinic, which was created to transform the health and social services available to the Indigenous population in the city of Val-d'Or1. This project, developed by and for Indigenous Peoples, was founded 10 years ago, in 2009, by the Val-d’Or Native Friendship Centre (VDNFC). From the start, VDNFC leaders created a working group composed of stakeholders from Indigenous communities and the Quebec health network, accompanied by academic researchers who have helped ground the project in the field's latest developments at both the national and international level. The research team has documented the evolution of the project from its inception and produced new bodies of knowledge that effectively communicate the project’s scope and results, with the aim of guiding the subsequent actions and decision-making of the VDNFC leadership, in addition to expanding the academic knowledge base.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.005 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.021 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.001 | 0.014 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.017 | 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".