MétaCan
Menu
← Back to cohort
Record W7057039458

Impacts of the COVID-19 Pandemic on Body Mass, Physical Activity and Nutrition in Canadian Post-Secondary Students

2022· other· en· W7057039458 on OpenAlexaboutno aff

Bibliographic record

VenueBrock University Digital Repository (Brock University) · 2022
Typeother
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsBody mass indexOverweightPhysical activityPandemicPhysical activity levelMicronutrientBody weight
DOInot available

Abstract

fetched live from OpenAlex

This study examined changes in body mass, physical activity, and dietary intake and habits in Canadian university students during the first (March – September 2020) and second (October 2020 – March 2021) lockdown/restrictions of the COVID-19 pandemic. Two observational, self-reported recall surveys were conducted online; in September 2020 (T1) and March 2021 (T2). Five hundred ten (99 males, 411 females) students completed the survey at T1 and 135 of them also completed the survey at T2. The surveys included demographic information (age, sex, living arrangements, activity level, etc.), body mass and height, and a series of standardized questionnaires on eating habits and behaviours, as well as energy, macronutrient, and micronutrient intake. Body mass and body mass index increased in both males and females. Body mass increased on average by 0.91 kg, t(132) = -2.7, p = 0.008, 95%CI = [0.24, 1.58]. Importantly, a significant change was shown that between T1 and T2 with a greater number of participants identified as overweight (19.8% to 24.4%) than normal weight (61.7% to 54.8%). Body mass change was not associated with changes in physical activity and dietary intake. Females were more likely to decrease At Home Workouts compared to males with no other significant changes detected for type of physical activity in either T1 or T2. Energy intake significantly decreased by ~200 kcals/d. Diet quality also changed in both sexes characterized by negative changes in in both macro and micronutrients. Restrictive eating behaviours were found to increase significantly in females and were more frequent in those with eating disorders. Therefore, modest weight gain did occur during the pandemic in Canadian university students despite the insignificant changes reported in physical activity and the decrease in overall dietary intake, which can be possibly attributed to the changes in diet quality and dietary behaviours.

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)0.000
metaresearch head score (Gemma)0.001
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 score0.018
Threshold uncertainty score0.094

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0020.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
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 head0.009
GPT teacher head0.226
Teacher spread0.217 · 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

Citations0
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueBrock University Digital Repository (Brock University)→Same topicMagnetic confinement fusion research→French-language works237,207→