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
本案例介绍了施耐德电气过去15年间在多元化、公平性、包容性（DEI）方面的探索。施耐德电气致力于“为所有员工提供平等机会，无论他们是谁或身在何地，确保他们都能受到重视并能放心地为公司献力”。为了推动DEI，施耐德电气多管齐下。员工的态度也从一开始的质疑转变为接受，继而开始思考如何落实。 本案例以施耐德电气首席人力资源官（CHRO）Charise Le面临的艰难抉择结尾。作为一名华裔女高管，Charise对集团的DEI战略和文化心存感激——如若集团不奉行DEI，她便不可能在中国本土承接集团的全球职责。2022年初，她领导的招聘小组需要敲定施耐德电气某国总裁职位的最终人选，而她在John Carney和Lucy Chiang之间摇摆不定。从业务角度来看，两位候选人都无可挑剔。Lucy的专长似乎更符合公司的战略需求，但她在人员管理方面稍显不足。John曾在领导新成立的脱碳倡议时表现出较弱的影响力，但他的包容性更高，受到前下属的一致认可。 这个艰抉抉择让Charise夜不能寐。任命Lucy为施耐德电气某国总裁将推进“多元化”，但这对John公平吗？也就是说，追求“多元化”是否会牺牲“公平性”？Charise和她领导的招聘小组该如何践行集团的DEI原则？
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.224 |
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