Animal Vision and Life Consciousness—‘Horse’ in D. H. Lawrence’s 1920s Short Stories
Bibliographic record
Abstract
D. H. Lawrence is seeking for the consciousness of life throughout his lifelong creation; he resorts to animals that bear closer connections with nature mainly in the 1920s. Based on three short stories which mention ‘horse’ in the title, “The Horse-dealer’s daughter” (1922), “The Woman Who Rode Away” (1925) and “The Rocking-horse Winner” (1926), this essay illustrates how horses function as Lawrence’s pastoral ideal, pursuit for the primitive and shape of humanity. From the background that represents the past agricultural lifestyle to a life vehicle that carries the woman to freedom, and finally to a symbol with fantasy that mirrors crises in human relations, Lawrence’s deepening attention towards the ‘horse’ belabors his life pursuit of the primitive and balances between the binary oppositions of animality and humanity, finding for modern people a way out of distortions under industrialization and civilization.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.024 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".