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Record W3095909294 · doi:10.1037/cbs0000245

Nudging to increase hand hygiene during the COVID-19 pandemic: A field experiment.

2020· article· en· W3095909294 on OpenAlex
Robert J. Weijers, Björn B. de Koning

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.

venuePublished in a venue whose home country is Canada.
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

VenueCanadian Journal of Behavioural Science/Revue canadienne des sciences du comportement · 2020
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicCOVID-19 Pandemic Impacts
Canadian institutionsnot available
Fundersnot available
KeywordsCoronavirus disease 2019 (COVID-19)PandemicPsychology2019-20 coronavirus outbreakSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)HygieneField (mathematics)VirologyMedicineOutbreakInfectious disease (medical specialty)Mathematics

Abstract

fetched live from OpenAlex

The COVID-19 pandemic has made a significant impact on citizens all around the world. In order to prevent the spread of the virus, one of the most important measures is practicing hand hygiene. We see nudging, a technique from behavioural economics, as a possible way to increase hand hygiene without relying on mandatory measures. In this field experiment, we test two nudge types that previously have been applied successfully, a salience nudge and a gain frame nudge, in a new context (i.e., shopping street). Four hundred nineteen shoppers were observed during a counterbalanced experiment in three stores, where a disinfectant dispenser was accompanied by a salience nudge, gain frame nudge, or no nudge. Data on dispenser usage was analysed using mixed models to account for groups entering the store. When compared to the control condition, no significant effect of either nudge on participants using the disinfectant was found. This could be caused by the increased attention for hand hygiene during COVID-19, because the baseline for practicing hand hygiene in our study was much higher than that in previous pre-COVID-19 studies. Alternatively, it is possible that shoppers already disinfected their hands before leaving the house, as advised by the government. Our results suggest that stores, and governments, should look for other measures than the tested nudges to improve hand hygiene in the shopping street during the COVID-19 pandemic, either combining different nudges and/or using less subtle methods.

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.218
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0030.002
Scholarly communication0.0010.001
Open science0.0020.000
Research integrity0.0000.000
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 head0.197
GPT teacher head0.288
Teacher spread0.091 · 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