Bibliographic record
Abstract
„Nachhaltigkeit“ ist ein Aushängeschild für viele Unternehmen geworden. Dieses Buch gibt einen umfassenden Einstieg in dieses topaktuelle Thema: vom integrierten mehrdimensionalen Management, dem nachhaltigen Management von Wertschöpfungsketten bis hin zu corporate citizenship und der Relevanz von Nachhaltigkeit. Studierende mit Haupt- und Nebenfach „Betriebliches Umwelt- bzw. Nachhaltigkeitsmanagement“, aber auch interessierte Praktikerinnen und Praktiker können sich einen hervorragenden Überblick über die relevanten Themen verschaffen. Durch den einheitlichen Kapitelaufbau und die didaktische Aufbereitung wird dieses komplexe Themenfeld optimal erschlossen. Mit Übungsfragen und Fallbeispielen
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.034 | 0.052 |
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".