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Record W2011797398 · doi:10.3148/cjdpr-2014-035

An Evaluation of a Pilot Protected Mealtime Program in a Canadian Hospital

2015· article· en· W2011797398 on OpenAlexaffvenueabout
Jan Y. K. Chan, Christine Carpenter

Bibliographic record

VenueCanadian Journal of Dietetic Practice and Research · 2015
Typearticle
Languageen
FieldMedicine
TopicNutrition and Health in Aging
Canadian institutionsBurnaby HospitalFraser Health
Fundersnot available
KeywordsObservational studyMedicineAuditHygieneAcute careNursingHealth careEmergency medicinePhysical therapy

Abstract

fetched live from OpenAlex

The study evaluated the impact of a pilot "protected mealtime" program on meal experience and care of hospitalized acute care patients. A 4-month pilot protected mealtime program was implemented on a 35-bed acute, older adult ward. A pre- and post-observational audit was implemented to examine interruptions during lunch, food intake, hand hygiene, and positioning practices on the ward. A staff questionnaire was administered to gain the opinions of health care team members about the protected mealtime program. The observational audit showed a significant decrease in the number of total interruptions (Z = -2.496, P = 0.013, r = -0.42). Hand hygiene practices improved and no effect was found on mealtime patient positioning at mealtimes. Staff questionnaire responses indicated positive changes to the patients' mealtime experiences. The protected mealtime program appeared to improve patient mealtime experiences and patient care. Enabling patients to eat their meals uninterrupted will assist in ensuring that patients in hospital are adequately nourished.

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)0.003
metaresearch head score (Gemma)0.005
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.532
Threshold uncertainty score0.931

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0010.000
Open science0.0020.001
Research integrity0.0000.001
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 head0.308
GPT teacher head0.525
Teacher spread0.218 · 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

Citations17
Published2015
Admission routes3
Has abstractyes

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Same venueCanadian Journal of Dietetic Practice and ResearchSame topicNutrition and Health in AgingFrench-language works237,207