Bibliographic record
Abstract
L.M. Montgomery is now widely recognized as a major twentiethcentury author, one whose bestselling books remain hugely popular and influential all over the world more than three-quarters of a century after her death.Born in Clifton (now new London), Prince Edward island, in 1874, into a family whose ancestors had immigrated to Canada from Scotland and England, she was raised in nearby Cavendish by her maternal grandparents following the death of her mother and spent a year during her adolescence with her father and his new family in Saskatchewan.Raised in a household that distrusted novels but prized poetry and oral storytelling, she began to write during childhood, although few examples of her juvenilia survive.She received a teaching certificate from Prince of Wales College (Charlottetown) and, after one year of teaching school, took undergraduate courses in English literature for a year at Dalhousie University (Halifax), but she did not have the financial resources to complete her degree.During this time, she began publishing essays, short fiction, and poems in north American periodicals.in 1898, after two more years of teaching school, she returned to Cavendish to take care of her widowed grandmother and to write full-time, soon earning more from her pen than she had teaching school.With the exception of a nine-month stint on the staff of the Halifax Daily Echo, where her duties included writing a weekly column entitled "Around the Table," Montgomery remained in Cavendish until 1911, when the death of her grandmother freed her to marry a Presbyterian minister.After a honeymoon in England and Scotland, she and her husband moved to southern Ontario, where she divided her vii
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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 | 0.002 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.078 | 0.082 |
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".