Bibliographic record
Abstract
This edition of A Woman's Way Through Unknown Labrador is based on the John Murray first edition of 1908 and reproduces the text exactly, including a facsimile of the original map, which has been bound in at the back of the book.Annotations to Mina Benson Hubbard's narrative are indicated by consecutive numbers within the text and appear at the end of the book.These are limited to people, places, and references not already explained in my introduction; for more detail, readers should consult Roberta Buchanan's edition of the 1905 diaries, Anne Hart's biography, and the cartography and topo-nymy of Bryan Greene, all in "It's All So Grand and Beautiful": The Life and Labrador Diary of Mina Hubbard, soon to be published (see Hart or Buchanan in the Bibliography).Annotations to Leonidas Hubbard's Diary and George Elson's Narrative have been kept to a minimum to preserve the focus on the 1905 expedition and on A Woman's Way Through Unknown Labrador, but sources for further information on the 1903 expedition or on Labrador local history are listed in the Bibliography.Mina Benson Hubbard's spelling has been retained throughout her text, but in my introduction and notes I have used Naskapi for the First Nation group now commonly called, with the Montagnais, the Innu and Naskaupi for the river; Mina Benson Hubbard sometimes calls the small community on Hamilton Inlet from which the expedition started Northwest River, but I have used North West River throughout my portions of the edition.The spellings I have chosen are consistent with those used by Buchanan and Hart.References to this edition of Mina Benson Hubbard's book included in my introduction and the annotations are indicated as WW, followed by a page number, and all citations of archival materials held in the Centre for Newfoundland Studies at the Memorial University of Newfoundland are given in parentheses as CNS followed by collection and file numbers when these are available.Instead of a Works Cited I have included a short, general bibliography that will hopefully be of interest and use to readers.The Murray edition included a general index
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.275 | 0.124 |
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".