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
The term community is used extensively in the peer reviewed literature, though it is used differently by researchers across various disciplines. A better understanding of community, as an object of study, is needed to help guide policy, supports and services planning, and to build inclusive communities. This paper presents the results of a review of existing definitions published in peer-reviewed papers from various disciplines studying human behaviours and interactions. It also presents the results of focus groups with four persons with intellectual and developmental disabilities and members of their communities exploring their own definitions of community. Definitions of community extracted from the peer-reviewed literature were compared to identify common themes. Qualitative analysis revealed 13 themes, some more common than others. Focus groups transcripts were also analyzed. Themes identified in the literature review were also found in the focus groups discussion. However, a novel concept related to the notion of community as being composed of people who are unpaid to be part of this network was identified. Based on these results, a definition of community is derived to help further not only academic research in the area, but also to inform policy and practice aiming to build inclusive communities.
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 | 0.002 |
| 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 | 0.001 |
| 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