Bibliographic record
Abstract
This volume is an eclectic mixture of essays united, at times somewhat tenuously, by the title: Craft, Space and Interior Design 1855–2005. Edited by Sandra Alfody and Janice Helland, the book contains thirteen essays by academics from Canada and the UK. Subjects range from a Scottish arts and crafts house to social housing in America during the 1930s, from twentieth-century studio ceramics to contemporary artist designed rooms at Toronto's Gladstone Hotel. In price, length, eclecticism and a number of the contributors, this volume follows closely the template of the earlier Ashgate published book, Women Artists and the Decorative Arts, 1880–1935: The Gender of Ornament (Bridget Elliot and Janice Helland eds, 2002). Both books seek to bring together extremely disparate subjects, writers and approaches and package them under an over-arching title. John Potvin's opening essay, ‘Hot by Design: The Secret Life of a Turkish Bath in Victorian London’ is positively dripping...
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.009 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.021 | 0.003 |
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".