Bibliographic record
Abstract
Purpose The purpose of this paper is to provide an historical review of Stanley C. Hollander's Sales Devices throughout the Ages, from 2500 BC to 1953 AD. Design/methodology/approach Using the historical review method, the paper examines a monograph with historical importance, summarizing the contents and analyzing it in the context of the author's life. With reference to outside sources, the paper seeks to improve understanding of the monograph within its historical context. Findings Sales Devices throughout the Ages provides a fascinating journey through 4,000 years of selling history. Analysis of the monograph and of its historical context reveals transformations in the legitimacy of selling, both within marketing and within society as a whole. Originality/value This monograph is one of Hollander's earliest works, and as a result, few library copies remain. We are not aware of any other reviews of this monograph, and are therefore pleased it is being brought to the fore in this special issue celebrating Hollander's life and work.
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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 | 0.003 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.006 | 0.006 |
| Scholarly communication | 0.013 | 0.011 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.185 | 0.112 |
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".