Father Involvement in Canada : Diversity, Renewal, and Tranformation
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Foreword / Joseph H. Pleck Part 1: Trends and Perspectives: An Overview of Father Involvement 1 Father Involvement in Canada: A Transformative Approach / Jessica Ball and Kerry Daly 2 Canadian Fathers: Demographic and Socio-Economic Profiles from Census and National Surveys / Zenaida R. Ravanera and John Hoffman 3 Fathers Make a Difference in Their Children's Lives: A Review of the Research Evidence / Sarah Allen, Kerry Daly, and Jessica Ball 4 Feminist Mothers Researching Fathering: Advocates, Contributors, and Dissenters / Andrea Doucet and Linda Hawkins Part 2: The Diversity of Fathering Experiences: Contested Terrain 5 Young Fatherhood, Generativity, and Men's Development: Travelling a Two-Way Street to Maturity / Michael W. Pratt, Heather L. Lawford, and James W. Allen 6 Aboriginal Fathers in Canada through Time / Jessica Ball 7 The Short End of the Stick? Fatherhood in the Wake of Separation and Divorce / Denise L. Whitehead and Nicholas Bala 8 Fathering Within Child Welfare / Susan Strega, Leslie Brown, Elizabeth Manning, Christopher Walmsley, Lena Dominelli, and Marilyn Callahan 9 The Experiences of Fathers of a Child with a Chronic Health Condition: Caregiving Experiences and Potential Support Interventions / John Beaton, David Nicholas, Ted McNeill, and Lisa Wenger Part 3: Toward Social Change: Policy and Practice Issues for Fathers 10 Fathers and Parental Leave in Canada: Policies and Practices / Lindsey McKay, Katherine Marshall, and Andrea Doucet 11 Looking Forward: Father Involvement and Changing Forms of Masculine Care / Kerry Daly and Jessica Ball List of Contributors Index
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it