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Single-nucleus and spatial transcriptome profiling of pancreatic cancer identifies multicellular dynamics associated with neoadjuvant treatment

2022· article· en· 413 citations· W4288447807 on OpenAlex· 10.1038/s41588-022-01134-8

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.

Canadian funderA Canadian agency funded it. The work may carry no Canadian affiliation at all.

No Canadian affiliation. An affiliation-only frame — the usual design — would never have seen this work. It is one of the works that make the case for inverting the frame.

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.

Opus teacher head0.021
GPT teacher head0.304
Teacher spread
0.283 · 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

No abstract. This is not a gap in this database — OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

The record

Venue
Nature Genetics
Topic
Pancreatic and Hepatic Oncology Research
Field
Medicine
Canadian institutions
Funders
Moonshot Research and Development ProgramNational Cancer InstituteStand Up To CancerUniversity of California, San FranciscoKlarman Cell Observatory, Broad InstituteNational Science FoundationDamon Runyon Cancer Research FoundationPancreatic Cancer Canada FoundationPrincess Margaret Cancer FoundationLudwig Institute for Cancer ResearchCanadian Cancer Society Research InstituteSchweizerischer Nationalfonds zur Förderung der Wissenschaftlichen ForschungNational Institute of Diabetes and Digestive and Kidney DiseasesLustgarten FoundationConquer Cancer FoundationGovernment of OntarioHoward Hughes Medical Institute
Keywords
BiologyTranscriptomePancreatic cancerMulticellular organismCancer researchProgenitor cellGene expression profilingComputational biologyPhenotypeBioinformaticsCellCancerStem cellGeneticsGene expressionGene
Has abstract in OpenAlex
no