Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This paper presents a series of three studies describing how reading literature promotes empathy and moral outcomes. We add three contrasts to this field of empirical study: (a) an explanatory and interpretative form of narrative reading engagement (Integrative Comprehension) is contrasted with an expressive and explicative form of aesthetic reading engagement (Expressive Enactment); (b) an explanatory and interpretive form of cognitive perspective-taking (a component of Integrative Comprehension) is distinguished from an expressive and explicative form of empathy (a component of Expressive Enactment); and (c) a local form of moral outcome (involving changes in attitude toward a specific group or outgroup) is distinguished from a global form of moral outcome (involving an inclusive respect for human subjectivity). These contrasts are clarified and contextualized within existential-phenomenological discussions of sense-giving lived experience, agency, and morality. In conclusion, we offer a framework that specifies the potential impact on wellbeing of a form of literary reading that involves existential reflection, especially as conceived within the emerging field of existential positive psychology.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it