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Record W3144645547 · doi:10.1681/nsap.00092022

Hypertension in Pregnancy

2022· article· en· W3144645547 on OpenAlexaboutno aff
Laura A. Magee, Peter von Dadelszen

Bibliographic record

VenueNephrology Self-Assessment Program · 2022
Typearticle
Languageen
FieldMedicine
TopicPregnancy and preeclampsia studies
Canadian institutionsnot available
Fundersnot available
KeywordsObstetrics and gynaecologyColumbia universityMedicineEmergency departmentFamily medicineLibrary scienceBiostatisticsUniversity hospitalPublic healthPregnancyMedia studiesSociologyNursing

Abstract

fetched live from OpenAlex

Hypertension in Pregnancy Publication details, including instructions for authors and subscription information: http://www.informaworld.com/smpp/title~content=t713597255 Women's Views of Their Experiences in the CHIPS (Control of Hypertension in Pregnancy Study) Pilot Trial L. A. Magee abcde; P. von Dadelszen bcd; S. Chan e; A. Gafni f; A. Gruslin g; M. Helewa h; S. Hewson e; E. Kavuma e; S. K. Lee i; A. G. Logan j; D. McKay e; J. -M. Moutquin k; A. Ohlsson elmno; E. Rey p; S. Ross eq; J. Singer ad; A. R. Willan nr; M. E. Hannah eos; for the CHIPS Pilot Trial Collaborative Group a Department of Medicine, University of British Columbia, Vancouver, British Columbia, Canada b Department of Obstetrics and Gynaecology, University of British Columbia, Vancouver, British Columbia, Canada c Centre for Healthcare Innovation and Improvement, Child and Family Research Institute, University of British Columbia, Vancouver, British Columbia, Canada d Department of Health Care and Epidemiology, University of British Columbia, Vancouver, British Columbia, Canada e Women's College Research Institute, Women's College Hospital, University of Toronto, Toronto, Ontario, Canada f Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ontario, Canada g Department of Obstetrics and Gynaecology, University of Ottawa, Ottawa, Ontario, Canada h Department of Obstetrics and Gynaecology, University of Manitoba, Winnipeg, Manitoba, Canada i Department of Paediatrics, University of Alberta, Edmonton, Alberta, Canada j Department of Medicine, University of Toronto, Toronto, Ontario, Canada k Department of Obstetrics and Gynaecology, University of Sherbrooke, Sherbrooke, Quebec, Canada l Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada m Department of Health Policy, Management and Evaluation, University of Toronto, Toronto, Ontario, Canada n Programme in Population Health Science, SickKids Research Institute, Toronto, Ontario, Canada o Department of Obstetrics and Gynaecology, University of Toronto, Toronto, Ontario, Canada p Department of Medicine and Obstetrics and Gynaecology, University of Montreal, Montreal, Quebec, Canada q Department of Obstetrics and Gynaecology, University of Calgary, Calgary, Alberta, Canada r Department of Public Health Sciences, University of Toronto, Toronto, Ontario, Canada s Department of Obstetrics and Gynaecology, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.065
Threshold uncertainty score0.218

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0650.020

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 head0.021
GPT teacher head0.306
Teacher spread0.285 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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
Published2022
Admission routes1
Has abstractyes

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