Evolving ideologies and practices of parks in post-1949 China: a study on Tianjin Water Park
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
Tianjin Water Park (Shuishang Gongyuan 水上公園), established in 1950 during the early years of the People’s Republic of China, reflects the interplay between spatial development, political discourse, and the evolving theories and practices of China’s landscape architecture. As a representative case, this paper examines the park’s transformations through historical documents and archives, revealing its shifting roles in the contemporary history: from addressing urban population growth and green space shortages to adopting Soviet-inspired planning models of ‘Park of Culture and Recreation’, and later becoming a stage for diplomacy and market-oriented developments. This paper positions the park as a complex field shaped by discourse, power, and knowledge, using this case to uncover the convoluted trajectory of large urban parks’ conceptual evolution in post-1949 China.
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.
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 | 0.004 | 0.002 |
| 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