Streams of Consciousness: The Downriver Narrative in Young Adult Fiction
Bibliographic record
Abstract
This article draws on adaptation and genre theory to argue that the downriver narrative constitutes a distinct genre in literature for youth. This genre is characterised by a repertoire of narrative elements including alternations between the river as a space of reflection and refuge, social interactions that occur on land, and the social and political commentary voiced by the river travellers. These patterns appear in diverse cultural and historical contexts, as exemplified by Auguste Lazar's Jan auf der Zille [Jan on the barge] (1934/1950), Richard Scrimger's Into the Ravine (2007), and David Almond's Heaven Eyes (2000). Published in Germany, Canada, and the UK, these novels deploy episodic accounts of journeying downstream to perform a range of cultural work, including articulating discourses about citizenship and nationhood, raising critical awareness about questions of difference, and promulgating Romantic models of childhood.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".