Missing Out, as Well: The Absence of Youth Sports and Its Effect on Parents During the COVID-19 Global Pandemic
Bibliographic record
Abstract
In December of 2019, COVID-19 began spreading globally. As a result, many youth sport organizations were forced to halt programming. While unfortunate, this imposed disengagement from youth sport provided an opportunity to explore what youth sport means to parents, being that this was the first time many were without it. As such, researchers aimed to explore the attitudes and perceptions of youth sport parents regarding their child’s sport participation in its absence. Semistructured interviews were conducted to explore these perceptions, and three themes were constructed through thematic analysis. Findings suggest that sport parents miss their experiences as “live-in” sports fans of their child’s sport participation due to the absence of their spectator experiences, social opportunities, and feelings of success, which drive their motivation for continued involvement. Understanding parental motivations to support youth sport participation may lead future researchers to uncovering the influences of parental behavior in the youth sport context.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".