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Record W2143326000 · doi:10.12927/hcq..16501

Green Healthcare: You Are What You Serve: Healthy and Environmentally Friendly Food Service

2002· article· en· W2143326000 on OpenAlexaboutno aff
Trevor Hancock

Bibliographic record

VenueHealthcare Quarterly · 2002
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicFood Waste Reduction and Sustainability
Canadian institutionsnot available
Fundersnot available
KeywordsEnvironmentally friendlyBusinessHealthcare serviceBest practiceHealth careService (business)MarketingMedicineManagementEconomic growthEconomics

Abstract

fetched live from OpenAlex

The quality of hospital food has long been the butt of comedians' jokes. More recently, hospitals have also been criticized for serving fast food. One recent U.S. survey, for example, found that 38% of top U.S. hospitals -six of the 16 "Honor Roll"hospitals listed by US News & World Report's 2001 ranking of "America's Best Hospitals"-have fast-food franchises on site (<www.med.umich.edu/opm/newspage/2002/fastfood.htm, June 12, 2002>). Gottlieb and Shaffer found that more than 25% of 47 U.S. children's hospitals had fast-food franchises within them (<http://csf.colorado.edu/archive/2002/food_security/ msg00896.html>). Meanwhile, a 1997 report from Toronto's Food Policy Council entitled "If the Health Care System Believed You Are What You Eat,"suggested that we need to transform hospital food service systems into facilities providing healthy food choices and local food (<www.city.toronto.on.ca/health/ tfpc_health.pdf>).

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.983
Threshold uncertainty score0.997

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 studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.025
GPT teacher head0.234
Teacher spread0.209 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designOther design
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

Citations0
Published2002
Admission routes1
Has abstractyes

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