Book Review of Calvert, K. (2015). June Mickle: One Woman's Life in the Foothills and Mountains of Western Canada.
Bibliographic record
Abstract
One Woman's Life in the Foothills and Mountains of Western Canada" is a biography detailing the vibrant life of an exceptional woman.June was born in 1920 into a hard-working, adventurous Alberta pioneer family.Beginning at a very young age, June's family instilled the importance of independence, determination, and community within her; these values guided her for the rest of her life and influenced every decision she made.With intimate detail, Calvert chronicles June's childhood, passions, romances, heartbreaks, triumphs, and adversities.Calvert recounts the experiences that allowed June to grow into a confident, tenacious woman who was successful in all areas of her life; she was a wonderful friend, wife, parent, artist, and businesswoman who was more than capable of tackling the countless challenges that life threw her way.When June's mother -Clarawas pregnant with her, she lost her husband in a tragic hunting accident and quickly had to become a self-reliant, single parent.Clara was June's first role model and she successfully instilled the value of independence in her daughter.When June was an infant, Clara decided to move in with her brothers.With their help, she raised June to be autonomous early on.June remembers one incident as a young child when she tagged along with her Uncle Bob to feed horses and was struck on the head by one of the beasts.When Uncle Bob sent her home, she had to cross several fields alone with the cut on her head.Her uncle felt
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.060 | 0.027 |
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".