“This Room is Yours, Personal!”: The Rise and Fall of Middle-Class Decoration Expertise in the Bedrooms of America’s Teens, 1900–1985
Bibliographic record
Abstract
This article also examines how the decline of teen-oriented room décor expertise reflected significant changes in the way gender and class influenced teen room culture during the tail end of the Cold War. Earlier teen décor strategies were often aimed towards affluent women; by contrast, the child-centric, do-it-yourself approach, as an informal, inexpensive alternative, was better suited to grant boys and working class teens from both sexes a greater role in the room design discourse. This article evaluates how middle-class home décor experts during the early decades of the twentieth century re-envisioned the teen bedroom as a space that was to be designed and maintained almost exclusively by teens rather than parents. However, many of the experts who formulated this advice would eventually become victims of their own success. By the 1960s and 1970s, teens were expected to have near total control over their bedrooms, which, in turn, challenged the validity of top-down forms of expertise.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.006 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".