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Record W4405217874 · doi:10.32832/pro.v7i6.877

Analysis of the Characteristics of Diarrhea Patients at Bojong 1 Health Center in the First Quarter of 2024

2024· article· en· W4405217874 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePROMOTOR · 2024
Typearticle
Languageen
FieldMedicine
TopicPublic Health and Nutrition
Canadian institutionsnot available
Fundersnot available
KeywordsDiarrheaToddlerMedicineQuarter (Canadian coin)PediatricsUnder-fiveDemographyEnvironmental healthGeographyPsychologyInternal medicine

Abstract

fetched live from OpenAlex

Diarrhea is a disease of changes in the shape and consistency of stool, as well as an increase in the frequency of bowel movements from 1 time a day to 3 or more times a day. According to the Central Java Province Diarrhea Program Data (2021) Diarrhea cases in Central Java Province in 2021 in the category of all ages served in health facilities were 279,484 cases. In the under-five category, there were 83,665 or 23.4% of the estimated under-five diarrhea in health facilities. Pekalongan Regency is in the top 10 of the highest number of cases in 2021 as much as 40%. The purpose of this study was to determine the characteristics of diarrhea patients in the first quarter of 2024 at the Bojong 1 Health Center including gender, occupation, age, and BMI. This study used a descriptive research design with secondary data and analysis of the spss version 21 application using a total sampling of 201 diarrhea patients at the Bojong 1 Health Center. The results of the study found that women were more infected with diarrhea 123 people (61.2%) than men 78 people (38%), the most patient jobs were found to be unemployed 132 people (65. 7%), while the least as a trader was 6 people (3.0%), the most infected age was the infant and toddler group <5 years as many as 99 children (49.3%) and the least elderly age >60 years as many as 7 people (3.5%), the most BMI category in severe thin <17.0 as many as 101 people (50.2%), the least category of mild fat 25.1-27.1 as many as 6 people (3.0%). In conclusion, women were more infected with diarrhea than men, with a status of not working. The age range that is mostly infected in the toddler category, the majority of IMT patients with diarrhea are in the severe thin category.

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.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.010
Threshold uncertainty score0.129

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.012
GPT teacher head0.288
Teacher spread0.275 · 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