A Preliminary Model for Conceptualizing the Contemporary Living Arrangements of Older Adults
Why this work is in the frame
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Bibliographic record
Abstract
The living arrangements of older adults are currently being impacted in multiple ways and are thus complexto study. Using the results of a rapid review of the 2000-2017 literature, the primary objective of this paper isto develop a conceptual model of older adults’ living arrangements worldwide. Such a model is an importantstep in teasing out which elements of older adults’ living arrangements influence various aspects of theirhealth and well-being. This paper describes a preliminary model which conceptualizes older adults’ livingarrangements as inclusive of a multiplicity of factors in older adults’ intimate, immediate, and broadersettings. While this model is a start, there is considerable work left to be done to finalize the model beforeit is representative of older adults’ living arrangements worldwide.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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