Bibliographic record
Abstract
This work centres around the life of my great-grandmother, Ida Hannus, a suffragist who left Finland in 1902 for Sointula, a Finnish utopian commune on Malcolm Island, British Columbia. After the commune dissolved, she and her husband moved to Vancouver, where she ultimately brought up her four children alone (three others having died in infancy). She worked a variety of jobs--housekeeper, maid in a skid row hotel, seamstress, landlady--and was active in the Finnish socialist hall in Vancouver. She died in 1953, when she was struck by a car. Her story is divided into three main sections. The first concentrates on the events and her experiences in the commune, the second examines her life as a wife and mother during the years 1905-1927, and the third focuses on her political involvement during the 30s and 40s. The work uses a number of different styles--interviews, quotes, lyric poems, dramatic monologues, official records, photographs--and is told in three main perspectives--Ida's, mine (as descendant and researcher) and my mother's. These many perspectives and sources redefine and complicate the narrative, and ultimately raise questions about the reliability of history and biography.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".