Bibliographic record
Abstract
With the advent of ecological civilization age, we are left with no choice but to redefine the values and principles of happiness that underlie our relationship with the nature. Over the course of history, we can easily find that there have been great changes in our lifestyles and the concept of happiness, and we have made tremendous progress in economic growth and material wealth. These changes have improved the quality of people’s life for some, but have decreased it for others. We also have lifestyles which have detrimentally affected our surrounding natural environment. With the development of global industrialization, today, ecological crisis has become a global crisis that made people woke up from industrial civilization age sense of achievement, calling upon the arrival of the ecological civilization age. The concept of happiness is people's outlook on life and world view to the problem of happiness, view on happiness is for guidance and motivation. Happiness is the unity of subjective and objective, the unity of logic and history. The concept of ecological happiness is a new idea of evolution of Chinese and western philosophical views on happiness and it are a reflection of the characteristics of our times. Ecological civilization age decided to people's view on happiness is ecological happiness view. First, ecological happiness is a kind of real happiness which is based on the scientific outlook on development and kind of human groups shared happiness. Second, Ecological happiness is a kind of happiness which based on human overall survival benefit and ecological rational belief. Finally, ecological happiness is a kind of happiness which reflects the intergenerational justice of human long-term sustainable happiness.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.007 |
| Scholarly communication | 0.003 | 0.005 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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".