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
Socialforskningen i Grönland har gennem ârtier dokumenteret sociale problemer. Populært sagt har socialforskningen i Grönland indtil for nylig kun bestâet af beskrivende, kvantitativ elendighedsforskning. Der eksisterer säledes (modsat fx socialforskning med canadisk inuit) stört set ikke nogen kvalitativ eller deltagerorienteret forskning om vilkàr for indsatser ogpraksis i forhold til at hándtere de sociale udfordringer. Der har säledes manglet sociologisk og handlingsorienteret praksisviden, der kan understotte professionel og organisatorisk kapacitetsopbygning i det socialpolitiske felt. Derme artikel handler om empowerment og aktionsforskning med socialarbejdere i Grönland og bygger pä Steven Amfjords ph.d. projekt fra 2014
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it