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Record W2443109777 · doi:10.14740/jcgo290w

Cesarean Delivery at Maternal Request in a Rural Medical College Hospital

2016· article· en· W2443109777 on OpenAlexvenueno aff
Narayanaswamy Mariyappa, Balagurusamy Ambika, Talasila Sruthi

Bibliographic record

VenueJournal of Clinical Gynecology and Obstetrics · 2016
Typearticle
Languageen
FieldMedicine
TopicMaternal and Perinatal Health Interventions
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineObstetrics and gynaecologyObstetricsCesarean deliveryVaginal deliverySocioeconomic statusPregnancyGynecologyPopulation

Abstract

fetched live from OpenAlex

Background: The aim of the study was to find out the reasons behind women preferring cesarean section (CS) in the absence of obstetric and medical indications. Methods: This was a prospective study among women who came for delivery at R.L. Jalappa Hospital and Research Center, Kolar, a tertiary level teaching hospital. All women who underwent cesarean delivery for maternal request were included in this study. Results: The total number of deliveries during the study period (1.5 years) was 3,639. There were 1,877 (52%) vaginal deliveries and 1,762 (48%) CSs. Among 1,762 cesarean deliveries, 44 (2.5%) had maternal request as their indication. Majority (54.5%) of them were in the age group of 20 - 25 years. Multigravida opted for CS more than primigravida (30 versus 14). Most (61.3%) of them have finished their primary school. Majority of them (56.8%) were in class IV socioeconomic status of Kuppuswamy’s scale. The various reasons for women requesting cesarean delivery were refusal of vagina birth after cesarean section (VBAC), simultaneous tubectomy, painless delivery, prolonged infertility, afraid of neonatal outcome and astrological concerns. Conclusion: Many of the women opted for cesarean delivery in our study for preventable reasons like painless labor and simultaneous tubectomy which would have been avoided by prior counseling starting from antenatal period and by providing labor analgesia. Proper education of the patient and personal involvement of the treating obstetrician in counseling the patient and her supporters can reduce cesarean delivery for maternal request. J Clin Gynecol Obstet. 2016;5(2):64-67 doi: http://dx.doi.org/10.14740/jcgo290w

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.013

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.038
GPT teacher head0.380
Teacher spread0.342 · 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 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

Citations8
Published2016
Admission routes1
Has abstractyes

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