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Data · dataset · 2026

Quality Control Codes for Medical Imaging Report Text Standards

Listed in ScienceDB

Description

The overall workflow of the code is as follows: first, run teacher-model inference.cy to complete the teacher model inference; Then execute POST - inference processing. py to process the output results of the teacher model; Then run train.sh to train the student model; Afterwards, start infra_student_madel-vllm.py to carry out student model inference. Evaluate.py is used for model evaluation. The prompts for synthetic data generation.doc file stores the prompt words used for generating synthetic data.

Bootstrap. py displays the calculation method for confidence intervals. The conventional all rules prompting and rule decomposed LLM only prompting folder stores the prompt words for ablation experiments. 

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Imaging 75% · Text 75%
Provenance · 1 source records, 13 field assertions
SourceKeyLast seenRaw
ScienceDB10.57760/sciencedb.4228511 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:earth-environmentalmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:engineeringmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:humanitiesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:life-sciencesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:medicine-healthmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:social-sciencemapping · scidb cnconnector:scidb_cn@1.0.0
concepts[modality].local:modality:imagingenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (75%)
concepts[modality].local:modality:textenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/description
licensesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/rights
publication_datesource · scidb cnconnector:scidb_cn@1.0.0
titlesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/title