Community Life and Development Programs – Pathways to Healing
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This chapter provides an overarching framework for understanding the components of healthy<br/>communities through a healing and community life development approach. The chapter<br/>explores three major themes covering the nature of the trauma that has occurred over many<br/>generations and continues to be experienced in the present. These are:<br/><br/>- the extreme sense of powerlessness and loss of control;<br/>- the profound sense of loss, grief and disconnection; and<br/>- the overwhelming sense of trauma and helplessness.<br/><br/>In turn, there are three pathways to recovery to address each of these areas of trauma that have<br/>occurred as a consequence of the history of colonisation and its impacts:<br/><br/>- self-determination and community governance;<br/>- reconnection and community life; and<br/>- restoration and community resilience.<br/><br/>Most significantly we argue that Aboriginal worldviews, developing a comprehensive, holistic<br/>approach that focuses on individual, family and community strengths whilst at the same time<br/>addressing the needs of the community, is both a more culturally acceptable and effective<br/>approach to address these issues.
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.
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 | 0.003 | 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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it