Shanghai Jinqiao (Group) Co., Ltd. (B): Lingang’s Opportunity and Challenge
Bibliographic record
Abstract
作为浦东重点开发区之一，金桥开发区在不断发展中，也存在一些问题。2013年，上海金桥（集团）有限公司的高管在会议上讨论着公司发展的未来。案例A主要阐述了金桥公司的发展情况，指出先进制造、产城融合与产业转型是公司发展的三大特色，同时分析了上海及周边开发区，提出公司在新一轮竞争中，面临的困难和挑战；案例B阐述了在2013年8月22日，国务院正式批准设立中国（上海）自由贸易试验区的背景下，临港综合区开发项目的相关规划及战略思考。
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How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.007 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.011 | 0.020 |
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; both teacher heads agree on what is shown here.
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".