An Uncommon Resonance: The Influence of Loss on Expressive Reading
Bibliographic record
Abstract
A study of advanced level English students who read Coleridge's The Rime of the Ancient Mariner indicated that, after a lapse of 2 or more years, impactful loss (e.g., loss due to death) facilitated a mode of reading called expressive enactment. In this mode of reading: (a) stylistic features give narrative objects, characters, and places a sensuous and engaging presence; (b) mutations of the sensuously present “other” occur across striking or evocative reading moments; and (c) the reader becomes metaphorically identified with these transformations in ways that deepen self-perception. The moderating effects of vivid reminiscences on the relationship between loss and expressive enactment suggest that, just as the bereaved gradually become accepting of and perhaps drawn toward occasions that evoke poignant but ephemeral memories of the deceased, so, too, do they become accepting of and perhaps drawn toward the intense interplay between presence and absence that occurs during literary reading.
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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 | 0.002 | 0.028 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".