Human Papillomavirus Genotyping Compared With a Qualitative High-Risk Human Papillomavirus Test After Treatment of High-Grade Cervical Intraepithelial Neoplasia
Bibliographic record
Abstract
OBJECTIVE: To systematically examine human papillomavirus (HPV) genotyping compared with qualitative high-risk HPV result during follow-up after treatment of high-grade cervical intraepithelial neoplasia (CIN), for risk estimation of posttreatment high-grade CIN. DATA SOURCES: MEDLINE, Cochrane, and ClinicalTrials.gov were searched from January 2000 to April 2019 for prospective studies of women and retrospective studies of residual specimens from women, tested using HPV assays with genotype reporting. METHODS OF STUDY SELECTION: The primary outcome was posttreatment high-grade CIN after treatment of high-grade CIN. Risk of bias (individual study quality) was evaluated with a modified Newcastle-Ottawa Scale. Overall quality of evidence for the risk estimate outcomes was evaluated using modified GRADE methodology for observational diagnostic studies. TABULATION, INTEGRATION, AND RESULTS: Of the 233 identified abstracts, 33 full-text articles were retrieved, and seven studies were included in the synthesis. The risk of bias was deemed to be low. Either a positive qualitative HPV test result or a positive test result for the same genotype that was present pretreatment have a sensitivity for predicting posttreatment high-grade CIN that approaches 100%. However, the positive predictive value (PPV) for the same genotype result pretreatment and posttreatment (median 44.4%) is about double the PPV (median 22.2%) for qualitative HPV results. The PPV of a new HPV infection posttreatment approximates zero. Human papillomavirus genotyping discriminated risk of posttreatment high-grade CIN to a clinically significant degree for women after treatment procedures for high-grade CIN lesions, when same-genotype persistence was compared with new genotype infection. CONCLUSION: There is moderately high-quality evidence to support the improved clinical utility of HPV genotyping compared with qualitative HPV positivity to follow-up after treatment of high-grade CIN. SYSTEMATIC REVIEW REGISTRATION: PROSPERO: CRD42018091095. FUNDING SOURCE: Becton, Dickinson and Company, BD Life Sciences-Diagnostic Systems.
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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 | 0.014 | 0.082 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.006 |
| Bibliometrics | 0.005 | 0.006 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".