Residential Relocation of Amenity Migrants to Florida: “Unpacking” Post-amenity Moves
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
OBJECTIVE: This study aimed to unpack characteristics of interstate and intrastate moves undertaken by elderly amenity migrants. The authors examined these moves in the context of Litwak and Longino's life-course typology of migration. METHOD: In an 11-year longitudinal study, the authors examined the first move made by respondents out of a large Florida retirement community where no services were offered. Data from premove and postmove in-person interviews were used. RESULTS: This article found five distinct post-amenity move types, reflecting different degrees of dependency: (a) serial amenity moves, (b) positioning moves, (c) informal assistance moves, (d) formal assistance moves, and (e) dependency moves. DISCUSSION: Findings of this study not only support Litwak and Longino's migration typology but also elaborate and extend it. Only some older adults (20.4%) make counterstream assistance moves. Additional move types reflect new options for late-life migration to enhance person- environment fit.
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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 | 0.002 | 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 | 0.001 | 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