Model of the early development of diffuse gastric cancer in E‐cadherin mutation carriers and its implications for patient screening
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Bench or experimentalConsensus signal: Bench or experimental
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.234
- Threshold uncertainty score
- 0.133
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
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) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.249 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
Hereditary diffuse gastric cancer (HDGC) is a familial cancer syndrome caused, in 30-40% of cases, by germline mutations of the E-cadherin/CDH1 gene. The presence of clinically undetectable early gastric cancers has been previously reported in ten of ten prophylactic gastrectomies from germline E-cadherin mutation carriers. In the present study, detailed maps of the distribution of invasive cancers in nine of these ten stomachs were produced and precursor lesions of HDGC searched for. The nine gastrectomy specimens contained from 1 to 161 foci of early diffuse gastric cancer, occupying 0.005-2.96% of the gastric mucosa. Seven specimens contained focal in situ signet ring carcinoma. Pagetoid spread of signet ring cells was observed beneath the epithelial lining of gastric foveolae/glands. Helicobacter pylori organisms and associated pathology were absent from all cases. Two-dimensional maps of the gastrectomy specimens revealed lesions throughout the gastric mucosa without evidence of antral clustering. The distribution and size of the cancers in the gastrectomy specimens indicate that standard endoscopic screening with random or geographically targeted biopsies is unlikely to provide sufficiently sensitive clinical screening for at-risk individuals. An in situ precursor of signet ring carcinoma was identified and a model for neoplastic progression in the setting of HDGC is proposed.
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.
The record
- Venue
- The Journal of Pathology
- Topic
- Cancer-related gene regulation
- Field
- Biochemistry, Genetics and Molecular Biology
- Canadian institutions
- University of British ColumbiaBC Cancer Agency
- Funders
- not available
- Keywords
- CancerCDH1Signet ring cell carcinomaGastrectomyPathologyGermline mutationMedicineHelicobacter pyloriAntrumDuodenal cancerInternal medicineStomachGastroenterologyAdenocarcinomaMutationBiologyCadherinGeneGenetics
- Has abstract in OpenAlex
- yes