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
ReLink is a joint Group Work initiative between Charlestown/ Toronto Centrelink Social Work Service and Reconnect Youth Services (thus the name - ReLink). One objective of the local Reconnect and Centrelink business plans is to work closely with local services to address client need - therefore a natural partnership was formed between the Charlestown/ Toronto Centrelink Social Work and Reconnect. Reconnect is a Youth service funded by the FaCSIA, which provides support to families and to young people (aged 12 to 18) who are homeless or at risk of homelessness. Reconnect services provide mediation, counseling and practical support to families. Centrelink Social Workers refer Youth Allowance customers, who claim the Unreasonable to Live at Home rate to Reconnect for support, mediation and counseling after initial assessment. Reconnect workers hold regular meetings with Centrelink Social Workers to discuss issues facing the young people and seek mechanisms to address gaps in client service delivery.
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 | 0.001 | 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 | 0.001 | 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 it