Desiring a balanced identity : a Heideggerian phenomenological inquiry into the pregnancy experiences of newcomer women to Canada living with HIV
Bibliographic record
Abstract
The pregnancy experiences of newcomer women to Canada living with HIV is an important area within maternal health research which to date has been unstudied. Hence, the purpose of this study was to explore the meaning of pregnancy for newcomer women living with HIV. Heideggerian phenomenology was used as the methodology and guiding framework. Five women living in an urban setting in Ontario, Canada were interviewed. Through data analysis and using the four existentials of human existence Desiring a Balanced Identity emerged as the overarching theme of the pregnancy experiences of the five women. This overarching theme was intimately connected with the four essential themes which were uncovered during data analysis. These themes were The Situational Self, Living with the Good and the Bad, Support and Acceptance, and The Future Seems Brighter. Recommendations and implications for education, practice and organizational policy, and research are provided in light of the study findings.
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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 | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.032 | 0.027 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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".