Analyzing group differences of gender and sport participation on Canadian university students' mental health outcomes
Bibliographic record
Abstract
Editor: Tiffany Wilson, Department of Educational Psychology and Learning Systems, Florida State University Associate Editor: Pamela Kramer Ertel, Department of Elementary and Special Education, Middle Tennessee State University Children’s Literature Editors: Patricia A. Crawford, Department of Instruction and Learning, University of Pittsburgh Maria T. Genest, Department of Education, La Roche College Katrina Bartow Jacobs, Department of Instruction and Learning, University of Pittsburgh Carla K. Myers, Department of Instruction and Learning, Duquesne University Michelle Sobolak, Department of Instruction and Learning, University of Pittsburgh Nature, Nurture, and Childhood Katherine Mangione, Department of Elementary and Special Education, Middle Tennessee State University Families’ and Children’s Health and Wellness Editors: Christan Horton, Department of Rehabilitation Counseling, Winston-Salem State University Sannyu M. Harris, Counseling Department, North Carolina Agricultural and Technical State University Play: Development, Learning, and Therapy Editors: Susan Elswick, Social Work Department, University of Memphis Rachel Ross, College of Social Work, University of Tennessee Knoxville Tech Talk Editor: Nancy Caukin, College of Education, North Greenville University STEAM Editor: Brian Stone, College of Education, Northern Arizona University International Editor: James Hoot, Professor Emeritus, University of Buffalo Early Childhood Editor: Jane Seok Jeng Lim, Department of Elementary and Special Education, Middle Tennessee State University Pamela Kramer Ertel, Department of Elementary and Special Education, Middle Tennessee State University Elementary Grades Editor: Susan Brand, School of Education, University of Rhode Island Middle Grades Editor: Donald Snead, Professor Emeritus, Middle Tennessee State University Special Education Editor: Alicia Pence, Department of Elementary and Special Education, Middle Tennessee State University Education by the Numbers Editor: Donald Snead, Professor Emeritus, Middle Tennessee State University Emergent Student Scholars Editors: Kathleen G. Burris, Professor Emeritus, Middle Tennessee State University Sandra J. Stone, Professor Emeritus, Northern Arizona University
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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".