Bibliographic record
Abstract
Foreword to On Divestment\nThe writings collected here are an online supplement to a class zine title On Divestment. The zine and online archive were conceived, written, and designed by the members of the Spring 2015 Literature and Environment course (ENGL 374) at the University of Puget Sound. Considerations of timeliness and sustainability encouraged us to keep the size of the printed zine compact by including only excerpts of each author’s work; the zine is in a sense an advertisement for the more substantial body of writing that you find here on Sound Ideas, which reproduces student creative work in its entirety.\nInformed by our study of works of ecocriticism such as Rob Nixon’s Slow Violence and the Environmentalism of the Poor (Harvard UP, 2011), which explores the role that imaginative writing can play in illuminating ecological issues, our class seized the opportunity of a collaborative final project to see how students’ own writing—whether creative, critical, or some combination of the two—might engage with a topical environmental concern.\nThe selection of a final project was arrived at through a democratic process. Working in groups of five individuals, students presented proposals for a final project, arguing both for the primacy of the environmental concern they selected and the efficacy of the writing task they were asking the class to undertake.\nAll the proposals were excellent, but the class had to settle on a single undertaking; the project that students ultimately selected was the fossil fuel divestment movement, currently a topic of debate on many university campuses, including the University of Puget Sound. Largely led by students, this ongoing environmental movement encourages colleges and universities to divest their endowment holdings from companies whose primary business is fossil fuel.\nSince we knew from recent reportage in The Trail that UPS’s own ECO Club is advocating for fossil fuel divestment, we invited ECO Club representatives to speak to the class. From their visit, we learned about the broad contours of the divestment movement. Observing that the majority of scientists understand anthropogenic climate change to be the result of burning fossil fuels, the divestment movement argues that colleges and universities should exert pressure on these companies by withdrawing their investments from them. Several universities have already made commitments to divest some component of their endowment, among them Stanford University, Pitzer College, and the University of Glasgow, and campaigns to do so are underway at other institutions of higher learning, as well as many cities and municipalities.\nIn formalizing the class proposal into an assignment, the terms were intentionally crafted to remain open-ended and non-prescriptive. Students were invited simply “to create a work of literature or literary analysis that engages with the issue of university fossil fuel divestment.” (Students could also opt out of the zine and write a more conventional final essay). Here are some excerpts from an email that I sent to the class elaborating on this non-traditional assignment.\nThere's a quotation by W.B. Yeats that strikes me as relevant here: "Out of the quarrel with others we make rhetoric; out of the quarrel with ourselves we make poetry." What I understand Yeats to mean is that honest creative writing explores its subject, rather than argues a pre-established position. (For his word "poetry" in that quotation, you could equally substitute "drama," or "fiction," "creative nonfiction," etc.) Our goal is to write literature, not propaganda . . . . While the work you create should shed light on some aspect of the divestment issue, it needn't do so directly. In fact, it’s possible to shed light on the issue without even mentioning the word “divestment.”\nConsider, for example, the first novel we read this semester, Margaret Atwood’s Oryx and Crake. That novel engages with a host of environmental topics, among them global climate change, genetic engineering, population growth, the treatment of animals, and environmental justice. It doesn't tell the reader what to do or think about any of these issues; rather, it explores them imaginatively, but it does so in a way that I believe encourages readers to be more reflective about each of those issues than they were before starting the novel. It sheds light on these issues.\n[K]eep in mind that this assignment does not expect that you will take a particular position. It does not assume that you will create a work of literature or literary criticism that is “for” fossil fuel divestment. (I'm not even sure that a work of art can ever be “for” or “against” a particular action. Is Oryx and Crake for or against the human manipulation of the environment? Who knows?—it's a work of imaginative writing that tells a story. Readers can engage their own sense of values based upon the encounter with the imaginative work).\nI hope that this advice is helpful and that you feel authorized to write freely. I created the opportunity for the assignment because I believe that your voice—both individually and collectively—does matter and I wanted to facilitate a way for it to be heard, in however modest a fashion. What that voice says is entirely up to you.\nThose twenty voices from the class combine to form the collective voice you encounter here in the Sound Ideas archive On Divestment. On behalf of the writers and critics in ENGL 374, I invite you explore these remarkable poems, short stories, essays, and plays in their entirety.\nBest wishes,\nProf. William Kupinse\nDepartment of English
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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.124 | 0.040 |
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".