Motives for meaningful involvement in rural AIDS service organizations
Bibliographic record
Abstract
The research described herein was a three-year exploratory descriptive study to examine how meaningful involvement (MIPA) is conceptualized and experienced in rural regions of the Maritime provinces of Canada. The focus of this paper is one aspect of the research; i.e., what motivates the clients of AIDS Service Organizations (ASOs) in rural Canada to become meaningfully involved? We interviewed 34 people who were past or current clients of ASOs in Maritime Canada and who self-reported as engaging in at-risk behaviors for HIV or living with HIV. The interviews explored participants' perspectives about their motives for becoming meaningfully involved in an ASO. Three themes regarding motives for MIPA were revealed: (1) meeting personal needs; (2) making a difference to others; and (3) recognizing a fit between their skills, goals, needs and the opportunities and experiences within the ASO and with other ASO clients. Participants generally cited more than one motive. This research study contributed to the field of knowledge about the motives for MIPA in which it reveals (1) that MIPA was conceptualized by the rural ASO clients as whatever participation provided them personal meaning (i.e., by fulfilling a personal need, by making a difference, and by recognizing a fit) and (2) the important role that ASO staff and volunteers have in fostering and sustaining MIPA. The study also highlighted a trajectory of involvements that support the need for ASOs to entertain a wide range of roles that are assumed as MIPA.
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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 | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.005 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".