Bibliographic record
Abstract
Space Between Her Lips presents the first selected works of one of Canada's most important poets of the last few decades. Margaret Christakos writes vibrant, exciting, and intellectually challenging poetry. She plays language games that bring a probing and disturbing humour to serious themes that range from childhood and children to women in contemporary techno-capitalist society to feminist literary theory, and so much more. Gregory Betts’ introduction to the collection highlights her formal diversity and her unique combination of feminist and avant-garde affinities. He connects the geographies of her life — including Northern Ontario where she was raised, downtown Toronto where she studied with cutting-edge authors and artists like bpNichol and Michael Snow, and Montreal where she integrated with the country’s leading feminist authors and thinkers — with her polyphonic experimentation. While traversing the problem of bifurcated identities, Christakos is funny at a deeply semiotic level, wickedly wry, exposing something about the way we think by examining the way we speak of it. In her afterword, Christakos maps out a philosophy of writing that highlights her self-consciousness of the foibles of language but also deep concern for the themes she writes about, including her career-length exploration of self-discovery, hetero-, queer and bi-sexual sexualities, motherhood, self-care, and linguistic alienation. Indeed, Margaret Christakos is a whole-body poet, writing with the materiality of language about the movement of interior thought to embodied experience 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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.006 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.175 | 0.059 |
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".