MétaCan
Menu
Back to cohort
Record W2020252310 · doi:10.1080/03670244.2011.539162

Factors Influencing the Food Choices and Eating Habits of Restaurant Chefs in Northern New Jersey: A Pilot Study

2011· article· en· W2020252310 on OpenAlexfundno aff
Meena Mahadevan, Charles Feldman

Bibliographic record

VenueEcology of Food and Nutrition · 2011
Typearticle
Languageen
FieldMedicine
TopicObesity, Physical Activity, Diet
Canadian institutionsnot available
FundersMemorial University of Newfoundland
KeywordsFood habitsEnvironmental healthFood choicePopulationConsumption (sociology)Food guideQualitative researchPsychologyRecallMedicineSociology

Abstract

fetched live from OpenAlex

This study was conducted to understand the factors influencing the food habits of restaurant chefs in northern New Jersey. Data was collected from participants (N = 12) using dietary recalls, and semi-structured interviews based on the socio-ecological model. Dietary recall analysis revealed multiple nutritional intake hazards including skipping meals, and substitution of foods rich in fats and sugar for fruits and vegetables, and increased consumption of alcohol. Qualitative data analysis revealed that their food habits were influenced by a repertoire of individual, organizational, and interpersonal factors. The relevance of these findings to nutrition intervention programs for this population is discussed.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.024
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 science0.0000.000
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 head0.049
GPT teacher head0.263
Teacher spread0.214 · 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 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

Citations3
Published2011
Admission routes1
Has abstractyes

Explore more

Same venueEcology of Food and NutritionSame topicObesity, Physical Activity, DietFrench-language works237,207