Bibliographic record
Abstract
烘焙龙是马海华和龙玥于2016年1月创立的烘焙品牌，其初心是做“全宇宙最好的吐司”。在消费升级的趋势下，烘焙龙以精品吐司这一单品切入烘焙行业的细分市场，并逐渐形成了“大烘焙房+小烘焙店+微烘焙群”的经营模式。经过一年多的发展，烘焙龙以优质的产品获得了一定的市场认可，并得到盒马鲜生（以下简称盒马）的青睐，于2017年12月开始在盒马销售。然而，合作并不如想象的顺利，烘焙龙的品牌在盒马上并没有得到凸显，盒马销售隔夜吐司（仍在保质期内）的行为也与烘焙龙的原则相悖。马海华和龙玥需要做出决策：是坚持产品为王，放弃与自身定位不太吻合的盒马？还是在新零售的风口中为了获取流量而抱紧这棵大树？
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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.008 | 0.008 |
| Scholarly communication | 0.019 | 0.017 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.105 | 0.008 |
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".