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Record W4394233488 · doi:10.6084/m9.figshare.24033427

The influence of food packaging on independent eating in individuals with hand impairments

2023· dataset· en· W4394233488 on OpenAlexaff
Sander L. Hitzig, Siobhan Donaghy, Susan Wang, Candice Tay, Stephanie R. Cimino, Sylvia Szkudlarek, Stuart Werle, Wendy Lopez-Pollard, Elizabeth Linkewich

Bibliographic record

VenueFigshare · 2023
Typedataset
Languageen
FieldPsychology
TopicErgonomics and Musculoskeletal Disorders
Canadian institutionsUniversity of TorontoSunnybrook Health Science Centre
Fundersnot available
KeywordsPsychologyFood scienceFood packagingBusinessChemistry

Abstract

fetched live from OpenAlex

Hand function plays a major role in the successful performance of activities of daily living (ADLs), such as eating. There is a lack of data exploring how persons with hand impairment manage food packaging and its impact on eating. A convenience sample of 12 inpatients with hand impairments undergoing rehabilitation participated in a qualitative interview where they were asked questions about their experiences with food packaging and independent eating, and asked to open a set of commonly available hospital food packages, first without any tools/aids, and then with tools/aids if they desired to use them. Audio data were transcribed and cross-referenced with video data. Data were analyzed using codebook thematic analysis. An overarching theme of “Messiness” along with four major themes were identified: a) Inaccessibility of food packaging; b) Lack of control; c) Eating avoidance; and d) Preferred packaging and strategies. Inpatients with a hand impairment often experience several challenges with independent eating while in hospital as a result of their difficulties with hard to open food packaging. A greater consideration of universal design principles may be relevant for designers to make packaging more accessible. Inaccessible food packaging may lead to psychological distress in patients with hand impairments, which can involve avoidance of eating.Food packaging that is large, lightweight and that has clear tabs or markers for pulling or tearing are better suited for patients with functional hand impairments.The use of a non-slip mat and/or tool with a sharp end might be useful aids to help patients be more independent with opening food packages while in hospital. Inaccessible food packaging may lead to psychological distress in patients with hand impairments, which can involve avoidance of eating. Food packaging that is large, lightweight and that has clear tabs or markers for pulling or tearing are better suited for patients with functional hand impairments. The use of a non-slip mat and/or tool with a sharp end might be useful aids to help patients be more independent with opening food packages while in hospital.

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.

How this classification was reachedexpand

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.499
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.002

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 head0.023
GPT teacher head0.299
Teacher spread0.276 · 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

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreDataset

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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