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Record W89418946 · doi:10.1016/j.ijgo.2012.09.006

Emergency contraception

2012· article· en· W89418946 on OpenAlexaffabout
Sheila Dunn, Édith Guilbert, Margaret Burnett, Anjali Aggarwal, Jeanne Bernardin, Virginia A. Clark, Victoria Davis, Jeffrey Dempster, William A. Fisher, Karen MacKinnon, Rosana Pellizzari, Viola Polomeno, Maegan Rutherford, Jeanelle Sabourin, Vyta Senikas, M Wagner

Bibliographic record

VenueInternational Journal of Gynecology & Obstetrics · 2012
Typearticle
Languageen
FieldMedicine
TopicReproductive Health and Contraception
Canadian institutionsCongress of Aboriginal PeoplesMoncton HospitalManitoba Beekeepers' AssociationOntario Neurotrauma Foundation
Fundersnot available
KeywordsMedicineEmergency contraceptionLevonorgestrelFamily planningUnintended pregnancyPillIntrauterine deviceFamily medicineGynecologyRegimenMEDLINEDeveloped countryPopulationMedical emergencyNursingEnvironmental healthResearch methodologySurgery

Abstract

fetched live from OpenAlex

OBJECTIVE: To review current knowledge about emergency contraception (EC), including available options, their modes of action, efficacy, safety, and the effective provision of EC within a practice setting. OPTIONS: The combined estradiol-levonorgestrel (Yuzpe regimen) and the levonorgestrel-only regimen, as well as post-coital use of copper intrauterine devices, are reviewed. OUTCOMES: Efficacy in terms of reduction in risk of pregnancy, safety, and side effects of methods for EC and the effect of the means of access to EC on its appropriate use and the use of consistent contraception. EVIDENCE: Studies published in English between January 1998 and March 2010 were retrieved though searches of Medline and the Cochrane Database, using appropriate key words (emergency contraception, post-coital contraception, emergency contraceptive pills, post-coital copper IUD). Clinical guidelines and position papers developed by health or family planning organizations were also reviewed. VALUES: The studies reviewed were classified according to criteria described by the Canadian Task Force on Preventive Health Care, and the recommendations for practice were ranked according to this classification (Table 1). BENEFITS, HARMS, AND COSTS: These guidelines are intended to help reduce unintended pregnancies by increasing awareness and appropriate use of EC. SPONSOR: The Society of Obstetricians and Gynecologists of 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)0.008
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.094
Threshold uncertainty score0.314

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0000.000
Scholarly communication0.0010.002
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0940.018

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 head0.028
GPT teacher head0.342
Teacher spread0.314 · 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
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

Citations5
Published2012
Admission routes2
Has abstractyes

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