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Record W4366547474 · doi:10.1145/3544548.3581081

HCI Research on Agriculture: Competing Sociotechnical Imaginaries, Definitions, and Opportunities

2023· article· en· W4366547474 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

Venuenot available
Typearticle
Languageen
FieldComputer Science
TopicICT in Developing Communities
Canadian institutionsUniversity of OttawaUniversity of Toronto
Fundersnot available
KeywordsSociotechnical systemVisionSustainabilityFood securitySubsistence agricultureFraming (construction)AgricultureFood processingSociologyEmpirical researchKnowledge managementComputer scienceEngineering ethicsPolitical scienceEngineeringEpistemologyGeography

Abstract

fetched live from OpenAlex

Agriculture is foundational for food security on our planet. Considering climate change and other pressures on food production, HCI scholars have increasingly begun to examine how the field should approach agricultural innovation. We conducted a literature review of HCI research through the lens of competing future visions for good food systems : a “conventional” vision of profit-oriented production, and an “alternative” which prioritizes sustainability and community-led practices. Leveraging the concept of sociotechnical imaginaries, we provide an empirical analysis of how HCI and adjacent applied computing projects align with these competing visions for agriculture. This review reveals, amongst other findings, a prioritization of the perspectives of the Global North and a need for more careful attention to the constraints and aspirations of subsistence farmers. Finally, we note the limits of the conventional-alternative binary that shapes much of contemporary HCI research focused on agriculture and offer opportunities for transcending this framing.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.862
Threshold uncertainty score0.765

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
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 head0.397
GPT teacher head0.380
Teacher spread0.017 · 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

Quick stats

Citations31
Published2023
Admission routes1
Has abstractyes

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