The global belief that “life gets better and better”: National differences in recollected past, present, and anticipated future life satisfaction around the world, across time, and in relation to societal functioning.
Bibliographic record
Abstract
National-level differences in individuals' ratings of their recollected past, current, and anticipated future life satisfaction (LS) were examined using results from two pioneering projects comprising national-level results for 14 countries (Cantril, 1965) and 15 regions of the world (Gallup International Research Institutes & Charles F. Kettering Foundation, 1976; Study 1), as well as sequential results from the Gallup World Poll based on 137 countries representing a broad range of nations from around the world surveyed from 2005 to 2018 (Study 2). Results from both studies revealed a robust belief that "life gets better" over time (i.e., recollected past < current < anticipated future LS) in nations around the world. Such beliefs were examined in relation to objective and subjective indicators of societal-level functioning. Results replicated across studies in showing that nations with less positive societal functioning and prosperity were characterized by less recollected past improvements in LS, and yet greater anticipated future improvements in LS. Results from Study 2 also revealed that such expectations were positively biased compared to changes over time in national levels of LS; further, greater bias was related to less positive societal-level functioning. In conclusion, examining national-level differences in LS from a subjective temporal perspective provides valuable new insights concerning human development and prosperity across countries, over time, and around the world. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| 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".