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Record W4226087610 · doi:10.33490/jkm.v7i2.320

[no title]

2021· article· W4226087610 on OpenAlexaff
Sarah Atyikah, Herniwanti Herniwanti, Novita Rany, Oktavia Dewi, Iswadi Iswadi

Bibliographic record

VenueJurnal Kesehatan Manarang · 2021
Typearticle
Language
FieldMedicine
TopicPublic Health and Nutrition
Canadian institutionsWiLAN (Canada)
Fundersnot available
KeywordsSanitationHygieneWater supplyLicenseEnvironmental healthMedicineWater resource managementSocioeconomicsEngineeringEnvironmental engineeringEnvironmental science

Abstract

fetched live from OpenAlex

Water a very important basic human need. Currently, water has even become an economic commodity. Based on the results of the annual recapitulation of the RIAU Provincial Report For Rokan Hulu Regency, there are 103 Drinking water Depots and data obtained are 49 Depots Feasible and 59 Depots Unfit for Food Sanitation Hygiene. From the initial data survey, new information was obtained from 7 depots that carried out laboratory examinations from the existing 15 depots. This study aims to evaluate the operations of the Refillable Drinking Water Depot in the Rambah Health Center in 2020. The method used descriptive qualitative research which was conducted in June in the working area of the Rambah Health Center, Rokan Hulu Regency, RIAU Province. With research subjects 5 Refillable Drinking Water Depot, sanitarian officers, Head of Health, Workers and consumers. From the results of interviews and observations, it was found that the knowledge, hygienic sanitation of Refillable Drinking Water Depot owners was inadequate and only some had a Business License the implementation of standard water testing laboratory tests once 6 months is not in accordance with the applicable regulations, namely once 3 months (Permenkes 2002), the source of raw water used 2 Refillable Drinking Water Depot regular wells 3 Refillable Drinking Water Depot wells BOR, Supervision from Sanitarian puskesmas has not been running regularly and optimally due to limited budget and during the Covid pandemic 19.

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)0.004
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, 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 score0.185
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0010.004
Science and technology studies0.0020.000
Scholarly communication0.0010.002
Open science0.0010.000
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0010.000

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 head0.028
GPT teacher head0.319
Teacher spread0.291 · 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

Citations4
Published2021
Admission routes1
Has abstractyes

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