Prirodoslovno-umjetnička proza u hrvatskoj (dječjoj) književnosti
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
Natural-scientific prose is characterized by a specific description of the natural world in which scientific information is fitted in the experience of nature and animal characters only partially or minimally anthropomorphized. The goal of this research is firstly to explore the presence and influence of foreign literary authors in the history of Croatian (childrenʼs) literature, who dedicated their literary work to this unique literary subgenre, such as a Danish journalist and writer Carl Ewald and an American-Canadian zoologist and literary author Ernest Thompson Seton. Furthermore, the aim of the paper was also to study the contribution of Croatian authors – Miroslav Hirtz, Zlatko Špoljar, Antica Juras-Ljubić and Vlatko Šarić – in this narrative form by methodologically relying on the insights of literary science and animal studies.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 0.010 |
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