MétaCan
Menu
Back to cohort
Record W1974699204 · doi:10.1002/sres.457

Communicative action in practice: Future Search and the pursuit of an open, critical and non‐coercive large‐group process

2002· article· en· W1974699204 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueSystems Research and Behavioral Science · 2002
Typearticle
Languageen
FieldEnvironmental Science
TopicSustainability and Climate Change Governance
Canadian institutionsInstitute for Work & Health
Fundersnot available
KeywordsAction (physics)Communicative actionProcess (computing)StakeholderCitizen journalismVariety (cybernetics)Collective actionEpistemologyParticipatory action researchPsychologyReflection (computer programming)SociologySocial psychologyPublic relationsComputer sciencePolitical scienceSocial sciencePoliticsArtificial intelligenceLaw

Abstract

fetched live from OpenAlex

Abstract Future Search has emerged as a widely used large‐group process for building common ground and stimulating multi‐stakeholder action on complex issues in a collaborative and participatory way. Yet there are few careful evaluations of the approach. Through a detailed qualitative analysis, this paper critically assesses a Future Search conference on repetitive strain injuries (RSI) held in 1998. The paper draws on Jürgen Habermas' standards of communicative action to explore the extent to which the process was inclusive, non‐coercive and reflective. The Future Search process encouraged participants to introduce a variety of observations, beliefs and experiences. Two fundamentally opposed analyses of RSI arose: a ‘consensus–knowledge’ model and a ‘conflict–power’ model. However, the process fell short of communicative action because its structure privileged—and thus led to the uncritical adoption of—the former model without allowing adequate participant reflection on the questionable and contested assumptions upon which the model is based. Copyright © 2002 John Wiley & Sons, Ltd.

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)0.008
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.192
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.006
Scholarly communication0.0010.002
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 head0.172
GPT teacher head0.496
Teacher spread0.323 · 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