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Record W3194776534 · doi:10.1007/s42532-021-00089-0

On the theory-practice gap in the environmental realm: perspectives from and for diverse environmental professionals

2021· article· en· W3194776534 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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueSocio-Ecological Practice Research · 2021
Typearticle
Languageen
FieldEnvironmental Science
TopicSustainability and Climate Change Governance
Canadian institutionsUniversity of OttawaCarleton University
FundersNatural Sciences and Engineering Research Council of CanadaTongji UniversityDavid and Elaine Potter FoundationGenome Canada
KeywordsRealmKnowledge managementSociologyTransdisciplinarityEngineering ethicsResource (disambiguation)Management sciencePolitical scienceComputer scienceEngineeringSocial science

Abstract

fetched live from OpenAlex

The theory-practice gap (TPG) is well known in the environmental realm, referring to disconnects between knowledge generated through scientific research and the needs, expectations, and practices of knowledge users for environmental decision-making and practice. While the presence of the TPG is well established, we have yet to fully implement mechanisms for overcoming its challenges. Thus, our goal is to characterize the TPG and identify practical recommendations for minimizing it. Here, a diverse group of experts in the environmental realm (spanning landscape planning, conservation science, environmental sociology, resource management, political science, and anthropology, among others) present our perspectives on the TPG. More specifically, we share an organized framework for understanding the TPG and suggest recommendations that can help make progress in one or more dimension(s). Conceptual topics discussed are the implications of the gap and its persistence. Organizational/institutional topics include the implications of the overabundance, inaccessibility, and uncertainty of scientific information, and a need for mainstreaming boundary spanning activities. Lastly, cultural topics include differences in culture and epistemologies across knowledge generators and users, shifting cultures through co-production, and changes in educational curricula. Recommendations for minimizing the TPG include conceptually recasting what is considered ‘success,’ institutional reform, enhanced information delivery, leveraging knowledge brokers and boundary organizations, leveraging ‘champions’ in policy, using co-production and/or integrative research, confronting the contemporary ‘fake news’ phenomenon, and rethinking researcher and practitioner training and development. By sharing our framework and recommendations, we provide insight, as well as a starting point for those looking to narrow the TPG and improve knowledge generator-user relationships.

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)0.018
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.285
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.018
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.002
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0090.000

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 head0.120
GPT teacher head0.415
Teacher spread0.295 · 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