FAMILY QUALITY OF LIFE AND THE BUILDING OF SOCIAL CONNECTIONS: PRACTICAL SUGGESTIONS FOR PRACTICE AND POLICY
Bibliographic record
Abstract
Family quality of life literature suggests that families with a member with an intellectual/developmental disability frequently face major difficulties in building social connections with others. They experience low levels of social support, face challenges in community inclusion, and are at risk of social isolation. These challenges may also be faced by other types of marginalized families. Families experiencing serious illness, families experiencing intrafamily violence, and migrant families or those seeking political asylum, for example, may also become isolated and find themselves without pathways to connections with others. We present practical suggestions intended for families and professionals interested in action and intervention at the personal, community, program, and policy levels to encourage the growth of social connections and prevent isolation of families experiencing social exclusion. The suggestions will come from families with a member with a disability and the findings of a study examining the social support of families as it relates to quality of life.
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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 | 0.065 | 0.100 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.004 | 0.003 |
| Bibliometrics | 0.006 | 0.005 |
| Science and technology studies | 0.007 | 0.012 |
| Scholarly communication | 0.014 | 0.020 |
| Open science | 0.008 | 0.015 |
| Research integrity | 0.022 | 0.022 |
| Insufficient payload (model declined to judge) | 0.030 | 0.002 |
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".