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Record W2763773042 · doi:10.1097/olq.0000000000000729

Gonococcal and Chlamydial Cases of Pelvic Inflammatory Disease at 2 Canadian Sexually Transmitted Infection Clinics, 2004 to 2014: A Retrospective Cross-sectional Review

2017· article· en· W2763773042 on OpenAlexaffabout
Justin Z. Chen, Jennifer Gratrix, Petra Smyczek, Penny Parker, Ron Read, Ameeta E. Singh

Bibliographic record

VenueSexually Transmitted Diseases · 2017
Typearticle
Languageen
FieldImmunology and Microbiology
TopicReproductive tract infections research
Canadian institutionsUniversity of CalgaryUniversity of AlbertaAlberta Health Services
Fundersnot available
KeywordsMedicinePelvic inflammatory diseaseChlamydiaChlamydial infectionSexually transmitted diseaseGonococcal infectionGonorrheaRetrospective cohort studyGynecologyDiseaseChlamydia trachomatisInternal medicineImmunologySyphilisHuman immunodeficiency virus (HIV)

Abstract

fetched live from OpenAlex

One hundred thirteen patients with gonococcal and chlamydial pelvic inflammatory disease were reviewed at 2 Canadian sexually transmitted infection clinics. Most patients (81%) with pelvic inflammatory disease were diagnosed as having chlamydia alone. Three treatment failures were seen in patients treated with ofloxacin.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.019
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0020.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.021
GPT teacher head0.327
Teacher spread0.306 · 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

Citations6
Published2017
Admission routes2
Has abstractyes

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