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Record W2186547161 · doi:10.1177/1558925005os-1400303

Comfort Perception of Breathable and Nonbreathable Diapers

2005· article· en· W2186547161 on OpenAlexaff
Audra Wright, Frank J. Akin

Bibliographic record

VenueInternational Nonwovens Journal · 2005
Typearticle
Languageen
FieldHealth Professions
TopicNeonatal skin health care
Canadian institutionsKimberly-Clark (Canada)
Fundersnot available
KeywordsEnvironmental science

Abstract

fetched live from OpenAlex

Breathable diapers were rated significantly drier, cooler and more comfortable than nonbreathable diapers over a range of controlled environmental conditions. Healthy, continent adults evaluated two types of diapers, one of which contained a microporous, breathable outer cover and the other a standard occlusive cover, in a series of blinded, comparison studies under various external conditions and activity levels. The subjects were capable of perceiving comfort or discomfort in the diaper area to a remarkable degree. Subjective perceptions of warmth and wetness underneath the diaper correlated with objective measurements of temperature and relative humidity (RH). Comfort ratings for the breathable diaper increased significantly over that of the nonbreathable garment as ambient temperature, RH and physical activity increased. Data analysis showed that the sensation of wetness in the diaper area was strongly associated with discomfort.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
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 science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.027
GPT teacher head0.411
Teacher spread0.384 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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

Citations6
Published2005
Admission routes1
Has abstractyes

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Same venueInternational Nonwovens JournalSame topicNeonatal skin health careFrench-language works237,207