What Are the Correlates of Infertility-Related Clinical Anxiety? A Literature Review and the Presentation of a Conceptual Model
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
Infertility is a major stressor for many couples. Although several reviews addressing psychological distress and depression within infertile couples exist, less emphasis has been placed on infertility-related anxiety. Yet it is important to know whether clinical anxiety is a prevalent problem among infertile couples and what are the characteristics of those suffering from clinical anxiety. The present article summarizes the literature on infertility-related anxiety published between 1997 and 2008 and presents a model of infertility-related clinical anxiety that identifies variables that may distinguish individuals who present with clinical anxiety from those who successfully cope with infertility. This model is intended to inform both research and clinical practice with partners of infertile couples. Methodological shortcomings of infertility research and recommendations for future studies are also discussed.
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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 | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.006 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| 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