Mobilizing the Power of the Unseen: Imagining Self / Imagining Others in L.M. Montgomery’s Anne of Green Gables
Bibliographic record
Abstract
L.M. Montgomery’s Anne of Green Gables (1908), in detailing the maturation of the precocious adolescent Anne Shirley, explores the psychological insight that the most important element of growing up is expanding one’s primary concern from just oneself to oneself and others – i.e., developing empathy. Although Anne understands in theory the ethics of empathy, her juvenile egocentricity is initially a barrier to her truly attaining it. Montgomery illustrates this process of maturation through metaphors of sight and vision. Throughout the novel, Anne is exposed to different ways of seeing that influence her own perspective and, consequently, her potential to develop empathic relationships with Avonlea’s community members, particularly her neighbour Rachel Lynde and her adoptive parents, Marilla and Matthew Cuthbert. The novel suggests that by being aware of the unseen and attaining multiple perspectives, readers can develop an empathic imagination that recognizes the value of both the seen and unseen.
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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.024 | 0.032 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.002 | 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".