ԿՆՈՋ ՀՈԳԵԲԱՆԱԿԱՆ ԵՎ ԷԿԶԻՍՏԵՆՑՅԱԼ ԽՆԴԻՐՆԵՐԸ ԱԼԻՍ ՄԱՆՐՈՅԻՍՏԵՂԾԱԳՈՐԾՈՒԹՅՈՒՆՆԵՐՈՒՄ / WOMAN’S PSYCHOLOGICAL AND EXISTENCE ISSUES IN ALICE MUNRO’S WORKS
Bibliographic record
Abstract
The article touches upon the Canadian writer Alice Munro’s story features, where the author refers to the importance of the women’s role in the society, their psychological problems and ontological struggle. Munro gives unique solutions and alternative outputs through which her heroes and characters are able to cope with difficulties and live in their time-lost domain. Her characters have difficulty in blending in and adapting to the present as the past dominates in their spirit and folds of consciousness. Munro’s works clarify and demonstrate the complexities of human feelings and their expression in different societies and levels of consciousness. This is the reason why Munro never loses her relevance and her works are read at different ages. The centre of Alice Munro’s stories is the woman with her inner world, her feelings and the struggle for her spiritual freedom. The author’s works are distinguished by their deep psychological problems, revelations of the complex inner world of an individual, studies of the human psyche. In her works Munro emphasizes the psychological aspect, where the woman’s mental inner world and feelings are observed. She thoroughly tries to describe every action and feeling of a woman. The author tries to bring up the very above-mentioned issues giving them unexpected and unimaginable solutions.
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 | 0.001 | 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 | 0.023 | 0.017 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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".