Bibliographic record
Abstract
Wahl, Phoebe. Sonya’s Chickens. Toronto, ON: Tundra Books, 2015. Print.This book tells a lovely story of Sonya, a little girl whose father gave her chicks to take care of. In simple language the book brings out the story of Sonya’s passion to care for the chickens and equally brings out emotions of a child who loses a “pet”; in this case, a chicken. When Sonya’s chicken is taken by a fox the reader feels her great loss and sadness. The book combines the different emotions of joy, caring, passion, compassion and sadness in a most wonderful and simple way for a young child to grasp and appreciate. The flow of the story is captivating and the style would without doubt keep a child reading the text to the end.While attractive colour and drawing have been used in the text sections of the book, there are whole pages of drawings corresponding to the text sections. The drawings have strong colours and they are presented in a manner in which a young child may easily understand and make connection to the story. The pictures which add content to the story are very useful in helping any young child connect with the story. This is a wonderful book that is recommended for public libraries and small children’s rooms everywhere.Highly recommended: 4 stars out of 4Reviewer: Nasra GathoniNasra is a Health Sciences Librarian at the Aga Khan University in Nairobi, Kenya. Nasra is an avid book reader, a passion she nurtured from her childhood and believes in the necessity of children reading from a tender age.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.170 | 0.149 |
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".