Bibliographic record
Abstract
Abstract. Criticisms and reviews challenge literature to its stand accordingly to what it desires to project. People thought that all literary works is a fine expression of values, innocence and a mirror on how the society formed; literary development carries an expression easing a picture to stand out and unconsciously builds exaggeration and lack of consideration. Children, as commonly the basic target audiences of every child literature are a body that need to be considered upon publishing a certain literary piece because of stages and the type of interpretation they may develop and embrace upon reading a certain issue on the extent of literary genres who happened to unconsciously published an issue of obscenity, violence, offenses in language, and profanity in the selected children’s literature. The hard core of this study is to project critical theories of today to assess and provide solutions for literary troubles. However, to further understand the concept of censorship and expurgation, the study will be using the formalistic approach, stylistic approach, sociological approach which drives by Social Interactionist Theory which accounts to examine the fundamental role of social interaction in the development of cognition as he believed that community plays a central role in the process of making meaning. Psychoanalytic criticism as used pertains on how the language in literary pieces influenced the language development of young readers as perceived in the contact between young readers and the books as studied in the Theory of Imitation. The Speech Act Theory is an attempt of the study that examines the subfield of pragmatics concerned with the ways in which wordscan be used not only to present information but also to carry out actions and this could be assessed by the levels of action at which utterances are said to perform. The significance of this study will be based on the issues of censorship and expurgation in the works of James Barrie, Brothers Grimm, and Ruyard Kipling.
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.
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 | 0.004 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.008 | 0.004 |
| Science and technology studies | 0.003 | 0.010 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| 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".