Delivery of services to childhood cancer survivors in India: A national survey
Bibliographic record
Abstract
Abstract Background: Continuum of care is an important concern for childhood cancer survivors. Studies from high-income countries indicate a significant development in services to these survivors. Similar information is unavailable from India. Methods: An online survey form was developed and sent to 86 centers. Data were collected over a 6-month period in 2017. Results: Fifty nine centers responded (44.1% private sector, 33.9% public, and 22.0% charitable trust). The services are mainly provided (91%) within routine oncology clinics. There is no upper age limit (61%) or time period limit (63%) for follow-up at most of the centers. The major barriers for follow-up are distance, lack of knowledge, lack of adequate facilities, and patient priority for follow-up. Conclusion: This survey provides baseline information on current service provided to childhood cancer survivors in India. There is a need to inform, educate, and sensitize the survivor and their family as well as improving services.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".