Bibliographic record
Abstract
The Joyoung brand was launched in 1994 when a group of recent college graduates invented the world's first automatic hot soymilk-maker home appliance. After some ups and downs, the Joyoung manufacturer founded the Shandong Joyoung Electric Appliances Co., Ltd. in 2002. It was further reorganized to the current Joyoung Company Limited in September 2007. Joyoung's sales grew rapidly from RMB 6 million in 1994 to 120 million in 1999, and this trend has continued into the new century. By the first quarter in 2006, the signature product of Joyoung—the soymilk makers—alone have already surpassed the sales by Philips Home Appliances in the Chinese market. Contrary to its current success, however, Joyoung Soymilk Maker's launch did not go smoothly. When the first model of the automatic soymilk maker was introducted in 1994, people had no idea what this new creature was supposed to do. The first 2,000 units of Joyoung products remaintroducedined stacked in storage for months. Joyoung then decided to conduct some marketing research. Joyoung's repositioning strategies and new product developments based on their marketing research have been evidently successful, and they have defined a new product category in China and in the world.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.005 |
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".