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Record W7077861856 · doi:10.5683/sp3/v8ckkh

Search strategies on allogeneic hematopoietic stem cell transplantation gynecological complications / Stratégies de recherche sur les complications gynécologiques liées à la greffe allogénique de cellules souches hématopoïétiques

2025· dataset· fr· W7077861856 on OpenAlexaff

Bibliographic record

VenueBorealis · 2025
Typedataset
Languagefr
FieldPhysics and Astronomy
TopicScientific Research and Discoveries
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsMEDLINEStem cellTransplantationHematopoietic cellHematopoietic stem cell transplantationPsycINFO

Abstract

fetched live from OpenAlex

Ce jeu de données contient les stratégies de recherche pour MEDLINE ALL (Ovid), Embase (Ovid), PsycInfo (Ovid) et CINAHL Complete (EBSCOhost). Quand on les exécute dans leurs bases de données respectives, ces stratégies repêchent les articles sur, inclusivement, les concepts de gynécologie et de greffe allogénique de cellules souches hématopoïétiques. Le nombre de résultats et les stratégies de recherche pour chaque base de données sont indiqués dans le fichier rtf. Les recherches ont été effectuées le 17 mars 2025.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.267
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0020.000
Research integrity0.0010.002
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 head0.116
GPT teacher head0.367
Teacher spread0.251 · 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 designNot applicable
Domainnot available
GenreDataset

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

Citations0
Published2025
Admission routes1
Has abstractyes

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