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Record W4411656798 · doi:10.51847/itzh34id9d

10.51847/ITzh34iD9d

2000· article· en· W4411656798 on OpenAlexvenueno aff

Bibliographic record

VenueTime to knit · 2000
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicEssential Oils and Antimicrobial Activity
Canadian institutionsnot available
Fundersnot available
KeywordsKhyber pakhtunkhwaFlora (microbiology)BiologyVeterinary medicineTraditional medicineToxicologyGeographyMicrobiologyBacteriaSocioeconomicsMedicine

Abstract

fetched live from OpenAlex

The aim of the current study was to investigate the viable plate count, coliform and fecal coliform bacteria on fresh fruits washed with water, and utilization of antimicrobial agents (H2O2, ethanol and citric acid).Pour plate count method was employed for the total plate count (TPC), while multiple tube fermentation techniques were used for coliform bacteria determination.Among all the fruit samples washed with water, the highest value of TPC was observed in apples (15000 CFU/g) and the lowest in pears (2000 CFU/g).The presence of Coliform and fecal Coliform bacteria were found <3 in persimmons, grapes and pears washed with water and treated with H2O2, ethanol and citric acid.The findings concluded that the bacterial contamination in indigenous wholesale places was incredibly the highest, and hydrogen per oxide could be utilized as a washing source to get the better quality of fresh fruits.The increase in health awareness has led to consuming proper wash -down, or specifically proper treatments of fruits to reduce the bacterial contamination and health problems.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.091
Threshold uncertainty score0.130

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0010.001
Scholarly communication0.0040.002
Open science0.0010.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.9090.888

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 head0.007
GPT teacher head0.160
Teacher spread0.153 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2000
Admission routes1
Has abstractyes

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