Finnish Early Childhood Educators and Sustainable Development
Bibliographic record
Abstract
The aim of this study was to find out what Finnish early childhood educators (n = 145) value on sustainability and how they assess the promotion of sustainability in their daily lives. They also wrote 495 comments about barriers to sustainable lifestyle. The data were analyzed with quantitative and qualitative methods. According to the results, the most important elements of sustainability were (a) supporting of communality (including intergenerational link and trust); (b) social responsibility of the consumer; and (c) recycling, composting and taking care of hazardous waste. There was a statistically significant difference between all of the valued elements and the actual implementation of them. The main barriers to sustainable lifestyle were lack of time and information, the higher cost of sustainable choices, and the inconvenience of the sustainable way of life. The tendency to transfer one’s own responsibility to government, to the industry, or to the housing company was identified. A sense of agency is a core skill to be learned on a winding road towards a sustainable society.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".