MétaCan
Menu
Back to cohort
Record W210830281

Stakeholders and Technology: Challenges for Nanotechnology

2004· article· en· W210830281 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueDigitalGeorgetown (Georgetown University Library) · 2004
Typearticle
Languageen
FieldNeuroscience
TopicNeuroethics, Human Enhancement, Biomedical Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsStakeholderFutures studiesGovernment (linguistics)Stakeholder analysisVariety (cybernetics)PoliticsBusinessPublic relationsProcess (computing)Private sectorPolitical scienceLaw
DOInot available

Abstract

fetched live from OpenAlex

The innovation trajectory is no longer the linear tale that has been told countless times. As technologies have emerged, their directions have been pushed, pulled, shaped and reshaped by various groups with interests in a given technology's outcomes. Much of the literature on innovation as well as on stakeholder theory has argued that stakeholders do matter--both normatively, as well as practically. (1) While most of this work has focussed on the firm and its stakeholders, we would argue that discussions about technology, as part of an exercise in foresight and, more importantly, as part of anticipating technology's impacts much earlier in the design process (2), need to consider the range and nature of stakeholder interests. Freeman has described a stakeholder as any group or individual who can affect or is affected by the achievement of the organization's objectives. (3) 'Organization' may be broadly applicable to public agencies involved in regulating, private sector companies producing applications, scientific organizations involved in technological development. These groups often have responsibilities such as making strategic decisions, providing opportunities to stakeholder groups to articulate their interests, or balancing competing stakeholder interests. Decision-making and resource allocation decisions may be most applicable to government agencies, large companies or major scientific organizations, but increasingly, even scientists doing research find a need to engage a variety of stakeholders, as well as the general public. Stakeholder analysis is a relatively complex process, where the objective is identifying and understanding multiple (often competing) political, social, legal, economic and moral claims of many constituencies. (4) Who are the emerging stakeholders on nanotechnology and what sorts of interests are they articulating? What are the policy implications for understanding these interests? A diverse collection of groups has emerged to put forward their interests in nanotechnology. While these groups might be simplistically categorized as either supportive of or opposed to this particular technology, the spectrum of acceptability is more reflective of a continuum. As was the case with biotechnology, groups have emerged with concerns relating to environmental impacts, health and safety, control and ownership, and ethical questions. On this side of the spectrum is the ETC Group (or Erosion, Technology and Concentration Group). (5) An advocacy group which originated in Canada, formerly known as Rural Advancement Foundation, or RAFI, the ETC Group has played a large role in the debate over GM foods and biotechnology as a whole, challenging policymakers and scientists alike on their rapid development and deployment of gene-altered products and the lack of consideration of issues such as environmental impacts, patents and ownership. The ETC Group has taken a keen interest in nanotechnology, publishing several papers over the past two years that criticize nanotechnology and its proponents for neglecting environmental, social and health concerns and calling for an immediate global moratorium on its development. The first major ETC paper on nanotechnology, No Small Matter! was released in May 2002. It discussed the lack of regulation and the potential problems with unpredictable and largely unproven nanoscale particles within cells. (6) The paper suggests that a concerted effort to ask and answer the most basic questions is necessary and that an international body to govern the development and regulation of emerging technologies is necessary. (7) The second major ETC Group paper is a 'sequel' to the first, updating the technological and regulatory efforts a year later and renewing its call for a moratorium. Pointing out that nanoscale particles are already in use in cosmetics, medicine and sporting goods like tennis rackets, the paper suggests that there has been a disturbingly low investment in research on nanotoxicity or the physical effects that nanoparticles will have on cells. …

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.743
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.002
Scholarly communication0.0000.002
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.073
GPT teacher head0.236
Teacher spread0.163 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it