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Record W4385555645 · doi:10.1016/j.stem.2023.07.002

Tff2 defines transit-amplifying pancreatic acinar progenitors that lack regenerative potential and are protective against Kras-driven carcinogenesis

2023· article· en· W4385555645 on OpenAlexaff
Zhengyu Jiang, Feijing Wu, Pasquale Laise, Takayuki Tanaka, Na Fu, Woosook Kim, Hiroki Kobayashi, Wenju Chang, Ryota Takahashi, Giovanni Valenti, Masaki Sunagawa, Ruth A. White, Marina Macchini, Bernhard W. Renz, Moritz Middelhoff, Yoku Hayakawa, Zinaida A. Dubeykovskaya, Xiangtian Tan, Timothy Chu, Karan Nagar, Yagnesh Tailor, Bryana Belin, Akanksha Anand, Samuel Asfaha, Michael O. Finlayson, Alina C. Iuga, Andrea Califano, Timothy C. Wang

Bibliographic record

VenueCell stem cell · 2023
Typearticle
Languageen
FieldMedicine
TopicPancreatic and Hepatic Oncology Research
Canadian institutionsWestern University
FundersNational Center for Research ResourcesNational Institute of Diabetes and Digestive and Kidney DiseasesNIH Office of the DirectorNational Cancer InstituteNational Institutes of HealthChina Scholarship CouncilDeutsche ForschungsgemeinschaftNational Natural Science Foundation of ChinaJapan Agency for Medical Research and Development
KeywordsBiologyProgenitor cellCarcinogenesisStem cellKRASPopulationCancer researchPancreatic cancerCell biologyPancreasCancerEndocrinologyMedicineGenetics

Abstract

fetched live from OpenAlex
No abstract in any covered source. Its absence is recorded, not treated as a negative.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.351
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.067
GPT teacher head0.298
Teacher spread0.232 · 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 teacher head, not a consensus.

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

Citations31
Published2023
Admission routes1
Has abstractno

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