Exploring the Competing Narratives of Isabella Valancy Crawford’s Malcolm’s Katie
Bibliographic record
Abstract
Since its publication in 1884, Malcolm's Katie has received much and varied critical attention. Early critics read the poem as a narrative of nation building, a contribution to a patriotic program of Canadian settlement and expansion. The text received far different treatment in the hands of modernist critics, who reacted strongly against the poem's Victorian sensibility. Since the 1980s, Malcolm's Katie has been read through a variety of lenses- from the feminist to the ecological. These readings take important steps towards giving the poem the focused critical attention it deserves by acknowledging the nuances of Isabella Valancy Crawford's art. Throughout the poem different narratives compete for recognition: Katie's emphasis on truth against Alfred's duplicity; Max's naive idealism against Alfred's nihilism; the pioneer history represented by Malcolm against the natural history suggested in Crawford's depiction of the natural world; and even the narrative itself against the interspersed lyrics that give voice to impulses and desires that do not fit in the narrative. Crawford's poem deserves and rewards continued academic study. It contributed significantly to the historical development of the Canadian long poem, and stands as a testament to Crawford's skill as a poet and the profundity of her thinking.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.050 | 0.039 |
| Scholarly communication | 0.012 | 0.005 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.006 | 0.000 |
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".