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Record W3170661830 · doi:10.1002/ncp.10680

Integration of patient‐centered care in nutrition support decision‐making: A case report

2021· article· en· W3170661830 on OpenAlex
Courtney Wedemire, Rebecca Brody, Heidi Ganzer

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

VenueNutrition in Clinical Practice · 2021
Typearticle
Languageen
FieldMedicine
TopicNutrition and Health in Aging
Canadian institutionsFraser Health
Fundersnot available
KeywordsMedicinePsychosocialQuality of life (healthcare)MEDLINENursingHealth careMedical nutrition therapyFamily medicineIntensive care medicinePsychiatry

Abstract

fetched live from OpenAlex

Patient-centered care considers a patient's unique needs, values, preferences, and the psychosocial situation at the heart of decisions related to healthcare. Dietitians have reported several barriers to the practice of patient-centered care, including a lack of time and support and a perception that patients are unable to participate. This is meaningful as decisions regarding nutrition therapy, specifically in adult populations with cancer, influence patient morbidity and mortality and a patient's quality of life. Patient-centered care is associated with improved decision-making, patient-provider communication, and quality of life in patients with cancer. This case report discusses and applies patient-centered care in conjunction with the best available evidence for an adult patient with a history of head and neck cancer admitted to a critical care unit. Nutrition support clinicians are equipped to use a patient-centered and evidence-based approach to help patients navigate through nutrition therapy decisions that may influence both clinical and quality of life outcomes. Further research should be done to determine the association between patient-centered care and quality of life outcomes in nutrition support practice.

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)0.001
metaresearch head score (Gemma)0.015
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.362
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.140
GPT teacher head0.525
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