MétaCan
Menu
Back to cohort
Record W4292560189 · doi:10.55700/oahsj.v3i2.31

Family Tasks in 3M Plus Behavior with Dengue Hemorrhagic Fever (DHF) Prevention

2022· article· en· W4292560189 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueOpen Access Health Scientific Journal · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicDengue and Mosquito Control Research
Canadian institutionsDalhousie University
Fundersnot available
KeywordsDengue feverDengue hemorrhagic feverAffect (linguistics)Observational studyMedicineSpearman's rank correlation coefficientPopulationTest (biology)DemographyPsychologyEnvironmental healthStatisticsImmunologyInternal medicineDengue virusMathematicsBiology

Abstract

fetched live from OpenAlex

Background: The spread of dengue hemorrhagic fever can be caused by many factors, one of which is the lack of family duties in preventing. This study aimed to know the role of the family in preventing dengue hemorrhagic fever in the community. Methods: The research design used was observational using cross sectional method and using a questionnaire sheet instrument. The population in this study were 45 respondents. The sample size is 45 respondents using total sampling technique, while to determine the relationship between variables used Spearman rank test with a significant level of 0.05.Results: The results showed that almost all (33%) had not performed the 3M Plus Behavior. The results of the Spearman rank statistical test simultaneously have a family task relationship in 3M Plus behavior with a significant value = 0.000 < 0.05, then reject H0. While the individual test only family tasks that affect the behavior of 3M Plus with p value = 0.035 < 0.05.Conclusion: Family tasks affect the behavior of 3M Plus with dengue hemorrhagic fever prevention because the family has done five forms of family tasks. In the future, the family will be able to carry out 3M plus behavior and try to deal with it appropriately through five forms of family tasks

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)0.016
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.590
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0160.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0070.000
Scholarly communication0.0070.003
Open science0.0040.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.217
GPT teacher head0.537
Teacher spread0.320 · 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