Applying Self‐Determination Theory to the Prediction of Distress and Well‐Being in Gay Men With HIV and AIDS<sup>1</sup>
Bibliographic record
Abstract
Self‐determination theory (Deci & Ryan. 1985. 1991) was used to predict psychological well‐being and distress in 48 gay men with HIV. 39 AIDS patients. and 38 HIV‐negative control participants. Participants listed 10 to 15 personal strivings and identitied their reasons for engaging in each striving. Multiple regression analyses revealed that introjection (engaging in strivings because of an internal sense of obligation or necessity) was associated with increased distress. especially among HIV‐ and AIDS participants. Introjection also predicted decreased well‐being. Integration (engaging in strivings because they are personally valued and meaningful) was positively related to well‐being. Adjustment to a life‐threatening illness is influenced by individuals' feelings of autonomy; that is. the extent to which they believe themselves to be the source of their actions.
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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 | 0.003 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".