The Origins of Chinese Chambers of Commerce in the Lower Yangzi Region
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
Chinese chambers of commerce have long been the focal point of previous studies of guild organizations, the bourgeois class, and government-business relations in the late Qing period (Xu Dingxin, 1986; Zhao Hongbao, 1993). Recently, scholars have also cited them as proof of a public sphere or civil society in late imperial and Republican China (Rankin, 1986; Rowe, 1990; Strand, 1989; Zhu Ying, 1997). Although these mercantile organizations have received much scholarly attention, their origins remain controversial. Because Chinese chambers of commerce (except for the one in the British colony of Hong Kong) first appeared in Shanghai and other Lower Yangzi cities,' their emergence in local society there has been the point at issue in the scholarship of recent decades. Most early Japanese research on Chinese chambers of commerce traces their origins to the organizational confederation of late Qing guilds under Western challenge, and it distinguishes chambers from guilds mainly by their official connections (Negishi Tadashi, 1951: 27-29,355-56; Suda Saburo, 1975: 43-49; Kurahashi Masanao, 1976: 117-21).2 In contrast, Chinese Marxist historiography on chambers of commerce ascribes their rise to the development of the new bourgeoisie, particularly the commercial and industrial entrepreneurs.3 This bourgeois class received official encouragement to organize chambers and promote Chinese business in the face of foreign intrusion (Xu Dingxin and Qian Xiaoming, 1991: 2-24; Ma Min and Zhu Ying,
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 | 0.001 | 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 | 0.000 | 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