Enters the exhibitionperiod pancreas head cancer to expand the rootgoverning skill the clinical researchcurative effect presentsituation and the prospect
Bibliographic record
Abstract
：The progress time caputpancreatis cancer expands the root governing skill add-on complex therapy to cause 5 yearssurvival rate distinct enhancement,the complication obvious reduction.The progress timecaput pancreatis cancer expands in the root governing skill Canada to improve the Whippletechnique type and the TACE clinical research h~ the distinct improvement in near forwardquality of life,but this is the beneficial exploration after all,is treats the caputpancreatis cancer stubborn illness to the surgical operation to make great strides forwardone step has the clinical practice value.Summarized the domestic and foreign recent yearsto progress the time caput pancreatis cancer surgical treatment method and the curativeeffect present situation.The discussion progress time caput pancreatis cancer expands theroot governing skill the clinical research curative effect prospect.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.051 | 0.005 |
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".