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Record W6949084665 · doi:10.5281/zenodo.12182565

Institutionalising deliberative democracy to promote environmental policy making : the role of public hearings

2024· dissertation· en· W6949084665 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

VenueResearchOnline · 2024
Typedissertation
Languageen
FieldSocial Sciences
TopicQualitative Comparative Analysis Research
Canadian institutionsnot available
Fundersnot available
KeywordsDeliberative democracyDemocracyNormativeDeliberationCommissionPublic participationEnvironmental lawPublic consultationAssertion

Abstract

fetched live from OpenAlex

Liberal democracy has been accused of failing to deliver an environmentally sustainable future. In response, deliberative democracy has been heralded as the most promising and realistic form of democracy to promote green issues. Yet, used independently, deliberative processes can be inefficient and ineffective when it comes to policy and decision-making. Combining deliberative processes within liberal institutions is the most realistic way of combining the uses of each democratic model and furthering the environmental agenda. The assertion is that public hearings embody the correct hybrid characteristics to enable this coupling. Despite the plethora of research carried out on the potential of deliberative processes to work in conjunction with existing methods of decision-making, the potential of public hearings has been largely overlooked. This research adopts a mixed method approach to help identify where public hearings could be most effectively utilised in the decision-making process. The thesis explores seven case studies which are, the Alpac hearing on the development of a pulp mill held in Alberta, Canada; the Formartine hearing on the development of a golf course, in Aberdeen, Scotland; the British Columbia Citizens' Assembly hearings on electoral reform, in British Columbia, Canada; the Glenmorie hearing on a windfarm proposal in the Highlands in Scotland; the Helensburgh hearing on wind-power, in the west coast of Scotland; the United Nations (UN) hearing on the citizens versus the United Kingdom, in Geneva, and finally; a hearing held by the European Commission on manufacturing industries in Belgium. The research is operationalised through a newly conceptualised normative framework the Democratic Standard Enactment Index (DSEI) whereby a fuzzy set Qualitative Comparative Analysis (fsQCA) is undertaken to highlight the thus far overlooked benefits of public hearings. Through the application of the DSEI and the fsQCA, the research finds that public hearings have the potential to enact some, if not all, of Smith's (2009a) democratic standards (inclusion, popular control, transparency and considered judgement), as well as the ability to fulfil the institutional goods of transferability and efficiency. The research finds that public hearings can facilitate an exchange of ideas and information, within a hitherto overlooked sphere of deliberation - the 'meso' level - which narrows the field of discussion while making it more accessible for wider groups of people, enabling the connection of micro and macro level deliberation. Consequently, public hearings can be considered to provide a unique function in institutionalising deliberative democracy and promoting environmental policy-making.

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)0.004
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.736
Threshold uncertainty score0.980

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.096
GPT teacher head0.504
Teacher spread0.408 · 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