Bounding an emerging technology: Para-scientific media and the Drexler-Smalley debate about nanotechnology
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
‘Nanotechnology’ is often touted as a significant emerging technological field. However, determining what nanotechnology means, whose research counts as nanotechnology, and who gets to speak on behalf of nanotechnology is a highly political process involving constant negotiation with significant implications for funding, legislation, and citizen support. In this paper, we deconstruct a high-profile moment of controversy about nanotechnology’s possibilities: a debate between K. Eric Drexler and Richard Smalley published as a ‘point—counterpoint’ feature in 2003 in Chemical & Engineering News. Rather than treat the debate as a stand-alone episode of scientific controversy, we seek to understand the forces that enabled it to be seen as such an episode. We introduce the term ‘para-scientific’ media to make explicit how certain forms of publication intervene in the dissemination of technical knowledge as it travels beyond its supposed site of production. The existence of para-scientific media is predicated on intimate association with formalized channels of scientific publication, but they also seek to engage other cultures of expertise. Through this lens, we show that Drexler and Smalley were not only independent entrepreneurs enrolling Chemical & Engineering News as a site of boundary work; members of the para-scientific media actively enrolled Drexler and Smalley as part of a broader effort to simplify a complex set of uncertainties about nanotechnology’s potential into two polarized views. In this case study, we examine received accounts of the debate, describe the boundary work undertaken by Drexler and Smalley to shape the path of nanotechnology’s emergence, and unpack the boundary work of the para-scientific media to create polarizing controversy that attracted audiences and influenced policy and scientific research agendas. Members of the para-scientific media have been influential in bounding nanotechnology as a field-in-tension by structuring irreconcilable dichotomies out of an ambiguous set of uncertainties. We conclude with thoughts about the implications of this case study for studies of science communication, institutional entrepreneurship and the ethics of emerging technologies.
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Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | Science and technology studies Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Qualitative | high |
| gpt | Science and technology studies Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Qualitative | high |
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 0.028 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it