Community Attitudes Toward Birth Fathers’ Motives for Adoption Placement and Single Parenting
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
Abstract: Community attitudes toward birth fathers were examined using 82 exploratory qualitative interviews and 706 survey respondents in Canada. Community attitudes were more positive toward birth fathers raising their children over adoption, when birth mothers were unable or unwilling to parent the child. Overall, respondents considered birth fathers choosing adoption as responsible, caring, and unselfish. However, women disproportionately considered birth fathers choosing adoption as irresponsible and uncaring. Men considered these fathers too young, unable to provide, or powerless against the birth mother and her wishes. We consider implications for practitioners working with birth fathers dealing with adoption decisions and offer suggestions for further research.
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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 | 0.001 | 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 | 0.002 | 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