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Record W2769848438 · doi:10.1136/jclinpath-2017-204867

70 years of the JCP-highly cited papers: The causal relation between human papillomavirus and cervical cancer

2017· editorial· en· W2769848438 on OpenAlexaff
Runjan Chetty

Bibliographic record

VenueJournal of Clinical Pathology · 2017
Typeeditorial
Languageen
FieldMedicine
TopicCervical Cancer and HPV Research
Canadian institutionsToronto General HospitalUniversity Health Network
Fundersnot available
KeywordsHuman papillomavirusCervical cancerRelation (database)CancerMedicinePapillomaviridaeBioinformaticsOncologyBiologyInternal medicineComputer science

Abstract

fetched live from OpenAlex

In celebration of the Platinum Jubilee, the current Editor-in-Chief, Professor Tahir Pillay, has reflected on the past 70 years, especially the best cited papers that have appeared in the Journal of Clinical Pathology ( JCP ).1 For the journal to have endured and remained relevant for this length of time, clearly it must have published good work consistently. The second most cited paper in the Journal is a superb review by Bosch and colleagues on human papillomavirus (HPV) and uterine cervical cancer.2 Data measurement on impact and relevance in publishing is now de rigueur and the yardstick by which a piece of work is judged. There are several repositories and search engines such as Google Scholar …

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.

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)0.004
metaresearch head score (Gemma)0.010
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity
Consensus categoriesResearch integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.409
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0020.005
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 head0.104
GPT teacher head0.483
Teacher spread0.379 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreEditorial

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

Citations6
Published2017
Admission routes1
Has abstractyes

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