Patient factors associated with sperm cryopreservation among at‐risk adolescents newly diagnosed with cancer
Bibliographic record
Abstract
BACKGROUND: Although survivors of adolescent-onset cancers are at risk of infertility, the majority desire children. Fertility preservation options are available for adolescents, but sperm banking remains underused. To the authors' knowledge, patient factors that influence decisions to bank sperm are poorly understood. METHODS: A cross-sectional study of 146 adolescent males who were newly diagnosed with cancer and who completed surveys within 1 week of treatment initiation was performed. Participants, 65% of whom were white, were aged 13 to 21 years (mean, 16.49 years; standard deviation, 2.02 years) and were at risk of infertility secondary to impending gonadotoxic treatment. Participating institutions included 8 leading pediatric oncology centers across the United States and Canada. RESULTS: Of the patients approached, approximately 80.6% participated. Parent recommendation to bank (odds ratio [OR], 4.88; 95% confidence interval [95% CI], 1.15-20.71 [P = .03]), higher Tanner stage (OR, 4.25; 95% CI, 1.60-11.27 [P < .01]), greater perceived benefits (OR, 1.41; 95% CI, 1.12-1.77 [P < .01]), and lower social barriers to banking (OR, 0.88; 95% CI, 0.81-0.96 [P < .01]) were found to be associated with adolescent collection attempts, whereas meeting with a fertility specialist (OR, 3.44; 95% CI, 1.00-11.83 [P = .05]), parent (OR, 3.02; 95% CI, 1.12-8.10 [P = .03]) or provider (OR, 2.67; 95% CI, 1.05-6.77 [P = .04]) recommendation to bank, and greater adolescent self-efficacy to bank (OR, 1.16; 95% CI, 1.01-1.33 [P = .03]) were found to be associated with successful sperm banking. CONCLUSIONS: Adolescents' perceived benefits of sperm banking, higher Tanner stage, and parent recommendation were associated with collection attempts, whereas perceived social barriers decreased this likelihood. Successful banking was associated with greater adolescent self-efficacy, parent and provider recommendation to bank, and consultation with a fertility specialist. Providers should consult with both adolescents and parents regarding fertility preservation, and interventions should be tailored to address barriers to sperm banking while promoting its benefits.
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How this classification was reachedexpand
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) | 0.001 | 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 teacher head, 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".