MétaCan
Menu
← Back to cohort

Rate and Predictors of Reclassification of Previously Diagnosed Hyperplastic Polyps to Sessile Serrated Adenomas in a City Wide Practice. Implications for Polyp Surveillance Recommendations

2012· article· en· W2978812820 on OpenAlexaff
Harminder Singh, Diane Bay, Stephen Ip, Zoann Nugent, Çharles N. Bernstein, Rodica Gheorghe, Robert Wightman

Bibliographic record

VenueThe American Journal of Gastroenterology · 2012
Typearticle
Languageen
FieldMedicine
TopicColorectal Cancer Screening and Detection
Canadian institutionsUniversity of Manitoba
Fundersnot available
KeywordsMedicineHyperplastic PolypOdds ratioConfidence intervalPathologicalInternal medicineGastrointestinal pathologyGastroenterologyColorectal cancerPathologyCancerColonoscopy

Abstract

fetched live from OpenAlex

Purpose: We evaluated the reclassification rate of recently diagnosed hyperplastic polyps (HP) to sessile serrated adenomas (SSAs) and the predictors of such reclassification. Methods: The provincial pathology database was searched for all colon polyps reported in the six pathology laboratories in the entire city in 2009. All retrieved pathological slides for previously reported right-sided HPs and a 20% random sample of left-sided HPs were reassessed by two pathologists with a special interest in gastrointestinal pathology. Polyp size, colonic location, age and sex of the study subjects were evaluated as potential predictors of reclassification. Results: 4,096 pathology reports by 25 different pathologists were reviewed. 20% of the polyps were reported as serrated colon polyps (SCPs). 17% of right-sided previously reported HPs and 20% of those >5 mm were reclassified as SSAs. Size > 5 mm [Odds ratio (OR): 4.2; 95% Confidence Interval (CI): 1.5-11.4] and location in the right colon [OR: 4.7; 95% CI: 1.4-15.4] were independent predictors of reclassification. Conclusion: A significant proportion of recently reported right-sided HPs may be SSAs. Surveillance recommendations for SCPs should consider the size and location of SCPs and not just the reported type.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.024
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.025
Threshold uncertainty score0.050

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.024
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.025
GPT teacher head0.316
Teacher spread0.291 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2012
Admission routes1
Has abstractyes

Explore more

Same venueThe American Journal of Gastroenterology→Same topicColorectal Cancer Screening and Detection→French-language works237,207→